DataFrame
NO COMPARISON TARGET
203396
ROWS
0
DUPLICATES
1.1 GB
RAM
101
FEATURES
63
CATEGORICAL
28
NUMERICAL
10
TEXT
2.1.3
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
target_career_minor
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
58
(<1%)
ZEROES:
14,334
(7%)
MAX
57.0
95%
44.0
Q3
21.0
AVG
13.6
MEDIAN
8.0
Q1
3.0
5%
0.0
MIN
0.0
RANGE
57.0
IQR
18.0
STD
13.1
VAR
172
KURT.
0.724
SKEW
1.24
SUM
2.8M
1
your_type_of_document
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
2
your_nationality
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
35
(<1%)
3
your_gender
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
4
your_birthdate
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
5,688
(3%)
309
<1%
-
-
15/09/1995
302
<1%
-
-
28/09/1995
302
<1%
-
-
10/10/1995
301
<1%
-
-
12/12/1995
299
<1%
-
-
08/11/1995
297
<1%
-
-
20/10/1995
295
<1%
-
-
03/10/1995
201,291
99%
-
-
(Other)
5
your_foreigner
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
6
period
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
15
(<1%)
ZEROES:
---
MAX
20,184.0
95%
20,183.0
Q3
20,183.0
MEDIAN
20,173.0
AVG
20,170.8
Q1
20,163.0
5%
20,143.0
MIN
20,123.0
RANGE
61.0
IQR
20.0
STD
13.8
VAR
189
KURT.
-0.179
SKEW
-1.01
SUM
4.1B
7
your_consecutive
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
203,062
(>99%)
2
<1%
-
-
EK201830212578
2
<1%
-
-
EK201830018843
2
<1%
-
-
EK201730216282
2
<1%
-
-
EK201830174880
2
<1%
-
-
EK201520034677
2
<1%
-
-
EK201520004906
2
<1%
-
-
EK201520072250
203,382
>99%
-
-
(Other)
8
your_marital_status
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
9
your_student
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
1
(<1%)
10
your_country_resides
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
35
(<1%)
11
your_have_ethnicity
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
12
your_dept_resides
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
34
(<1%)
13
your_dept_code_resides
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
34
(<1%)
ZEROES:
---
MAX
99,999
95%
76
Q3
52
AVG
38
MEDIAN
13
Q1
11
5%
5
MIN
5
RANGE
99,994
IQR
41.0
STD
966
VAR
934k
KURT.
10,685
SKEW
103
SUM
7.8M
14
your_municipality_resides
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
962
(<1%)
41,857
21%
-
-
BOGOTÁ D.C.
19,983
10%
-
-
BOGOTÁ, D.C.
12,399
6%
-
-
MEDELLÍN
10,479
5%
-
-
CALI
9,709
5%
-
-
BARRANQUILLA
5,260
3%
-
-
CARTAGENA DE INDIAS
4,565
2%
-
-
BUCARAMANGA
99,144
49%
-
-
(Other)
15
your_municipality_code_resides
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
1,037
(<1%)
ZEROES:
---
MAX
99,999
95%
76,001
Q3
52,001
AVG
29,018
MEDIAN
13,001
Q1
11,001
5%
5,001
MIN
5,001
RANGE
94,998
IQR
41,000
STD
25,721
VAR
661.6M
KURT.
-0.895
SKEW
0.868
SUM
5.9B
16
your_high_school_degree
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
17
your_tuition_cost_university
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
11
(<1%)
18
your_tuition_pymt_scholarship
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
19
your_tuition_pymt_credit
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
20
your_tuition_pymt_parents
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
21
your_tuition_pymt_yourself
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
22
fami_current_household_type
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
23
fami_is_the_head_family
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
24
fami_econ_dependents
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
14
(<1%)
25
fami_father_education
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
13
(<1%)
26
fami_mother_education
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
13
(<1%)
27
fami_father_occupation
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
22
(<1%)
28
fami_mother_occupation
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
22
(<1%)
29
fami_housing_stratum
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
10
(<1%)
30
fami_internet
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
31
fami_computer
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
32
fami_automobile
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
33
fami_num_books
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
34
inst_institution_code
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
420
(<1%)
ZEROES:
---
MAX
130k
95%
9k
Q3
3k
AVG
3k
MEDIAN
2k
Q1
2k
5%
1k
MIN
1k
RANGE
128k
IQR
1,130
STD
3,756
VAR
14.1M
KURT.
151
SKEW
8.32
SUM
674.4M
35
inst_institution_name
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
423
(<1%)
29,568
15%
-
-
SERVICIO NACIONAL DE APRENDIZAJE-SENA
7,006
3%
-
-
CORPORACION UNIVERSITARIA MINUTO DE DIOS -UNIMINUTO-BOGOTÁ D.C.
4,348
2%
-
-
UNIVERSIDAD DE LOS ANDES-BOGOTÁ D.C.
4,272
2%
-
-
PONTIFICIA UNIVERSIDAD JAVERIANA-BOGOTÁ D.C.
3,136
2%
-
-
UNIVERSIDAD COOPERATIVA DE COLOMBIA-BOGOTÁ D.C.
2,789
1%
-
-
UNIVERSIDAD DEL NORTE-BARRANQUILLA
2,711
1%
-
-
UNIVERSIDAD SANTO TOMAS-BOGOTÁ D.C.
149,566
74%
-
-
(Other)
36
your_prgm_academic
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
1,397
(<1%)
14,257
7%
-
-
DERECHO
10,504
5%
-
-
ADMINISTRACION DE EMPRESAS
9,156
5%
-
-
INGENIERIA INDUSTRIAL
8,540
4%
-
-
PSICOLOGIA
7,529
4%
-
-
CONTADURIA PUBLICA
6,414
3%
-
-
INGENIERIA CIVIL
5,264
3%
-
-
TECNOLOGÍA EN CONTABILIDAD Y FINANZAS
141,732
70%
-
-
(Other)
37
group_reference
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
36
(<1%)
38
your_prgm_municipality_code
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
227
(<1%)
ZEROES:
---
MAX
99,001
95%
76,001
Q3
50,001
AVG
27,461
MEDIAN
11,001
Q1
11,001
5%
5,001
MIN
5,001
RANGE
94,000
IQR
39,000
STD
25,342
VAR
642.2M
KURT.
-0.737
SKEW
0.971
SUM
5.6B
39
your_prgm_municipality
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
226
(<1%)
48,330
24%
-
-
BOGOTÁ D.C.
22,888
11%
-
-
BOGOTÁ, D.C.
18,785
9%
-
-
MEDELLÍN
13,350
7%
-
-
BARRANQUILLA
11,883
6%
-
-
CALI
7,396
4%
-
-
BUCARAMANGA
6,151
3%
-
-
CARTAGENA DE INDIAS
74,613
37%
-
-
(Other)
40
your_prgm_department
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
32
(<1%)
41
your_prgm_academic_level
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
42
your_prgm_method
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
43
your_undergraduate_core
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
58
(<1%)
44
your_inst_municipality_code
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
145
(<1%)
ZEROES:
---
MAX
99,001
95%
76,001
Q3
25,290
AVG
23,795
MEDIAN
11,001
Q1
11,001
5%
5,001
MIN
5,001
RANGE
94,000
IQR
14,289
STD
23,570
VAR
555.5M
KURT.
0.073
SKEW
1.33
SUM
4.8B
45
your_inst_municipality
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
145
(<1%)
72,441
36%
-
-
BOGOTÁ D.C.
25,691
13%
-
-
BOGOTÁ, D.C.
17,025
8%
-
-
MEDELLÍN
12,578
6%
-
-
BARRANQUILLA
11,185
5%
-
-
CALI
7,874
4%
-
-
BUCARAMANGA
5,170
3%
-
-
CARTAGENA DE INDIAS
51,432
25%
-
-
(Other)
46
your_inst_department
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
29
(<1%)
47
inst_character_academic
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
48
inst_origin
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
49
score_math_saber_pro
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
256
(<1%)
ZEROES:
42
(<1%)
MAX
300
95%
203
Q3
173
MEDIAN
147
AVG
---
Q1
108
5%
9
MIN
0
RANGE
300
IQR
65.0
STD
---
VAR
---
KURT.
---
SKEW
---
SUM
infT
50
score_language_saber_pro
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
274
(<1%)
ZEROES:
37
(<1%)
MAX
300
95%
205
Q3
176
MEDIAN
149
AVG
---
Q1
109
5%
9
MIN
0
RANGE
300
IQR
67.0
STD
---
VAR
---
KURT.
---
SKEW
---
SUM
infT
51
score_social_science_saber_pro
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
257
(<1%)
ZEROES:
135
(<1%)
MAX
300
95%
199
Q3
169
MEDIAN
140
AVG
---
Q1
95
5%
9
MIN
0
RANGE
300
IQR
74.0
STD
---
VAR
---
KURT.
---
SKEW
---
SUM
infT
52
score_english_saber_pro
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
225
(<1%)
ZEROES:
340
(<1%)
MAX
300
95%
211
Q3
180
MEDIAN
148
AVG
---
Q1
115
5%
9
MIN
0
RANGE
300
IQR
65.0
STD
---
VAR
---
KURT.
---
SKEW
---
SUM
infT
53
score_writing_saber_pro
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
787
(<1%)
ZEROES:
---
MAX
300
95%
202
Q3
168
MEDIAN
141
AVG
---
Q1
108
5%
9
MIN
7
RANGE
294
IQR
60.0
STD
---
VAR
---
KURT.
---
SKEW
---
SUM
infT
54
your_state_research
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
55
your_inst_department_code
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
29
(<1%)
ZEROES:
---
MAX
99.0
95%
76.0
Q3
25.0
AVG
23.8
MEDIAN
11.0
Q1
11.0
5%
5.0
MIN
5.0
RANGE
94.0
IQR
14.0
STD
23.6
VAR
555
KURT.
0.076
SKEW
1.33
SUM
4.8M
56
your_area_residse
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
57
your_tuition
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
58
your_times_took_exam
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
59
fami_social_stratum_sisben
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
60
fami_house_members
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
12
(<1%)
61
fami_house_rooms
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
10
(<1%)
62
fami_house_floor
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
63
fami_washer
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
64
fami_microwave
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
65
fami_oven
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
66
fami_dvd
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
67
fami_monthly_family_income
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
68
your_currently_working
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
69
your_background
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
70
cole_saber_11_icfes_code
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
10,746
(5%)
ZEROES:
9,584
(5%)
MAX
179k
95%
143k
Q3
94k
AVG
54k
MEDIAN
38k
Q1
14k
5%
0k
MIN
0k
RANGE
179k
IQR
79,443
STD
47,471
VAR
2.3B
KURT.
-0.803
SKEW
0.680
SUM
11.0B
71
cole_saber_11_icfes_dane
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
2,419
(1%)
ZEROES:
64
(<1%)
MAX
854.9B
95%
376.0B
Q3
311.8B
AVG
229.5B
MEDIAN
205.7B
Q1
123.7B
5%
105.6B
MIN
0.0B
RANGE
854.9B
IQR
188.1B
STD
101.7B
VAR
10349457717.2T
KURT.
infT
SKEW
0.244
SUM
46670.7T
72
cole_saber_11_icfes_name
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
8,374
(4%)
652
<1%
-
-
INST EDUC CEFA
499
<1%
-
-
COL LA SALLE
423
<1%
-
-
LIC SALAZAR Y HERRERA
414
<1%
-
-
COLEGIO DE LA UNIVERSIDAD PONTIFICIA BOLIVARIANA
347
<1%
-
-
INST EDUC INEM JOSE FELIX DE RESTREPO
338
<1%
-
-
COLEGIO LA MERCED (IED)
334
<1%
-
-
COL CLARETIANO
200,389
99%
-
-
(Other)
73
cole_type
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
74
cole_nature
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
75
cole_calendar
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
76
cole_bilingual
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
77
cole_character
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
78
cole_dane_code_campus
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
2,440
(1%)
ZEROES:
48
(<1%)
MAX
854.9B
95%
376.0B
Q3
311.8B
AVG
229.7B
MEDIAN
205.8B
Q1
123.7B
5%
105.6B
MIN
0.0B
RANGE
854.9B
IQR
188.1B
STD
102.0B
VAR
10396100372.6T
KURT.
infT
SKEW
0.260
SUM
46719.9T
79
cole_name_campus
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
8,752
(4%)
652
<1%
-
-
INST EDUC CEFA
499
<1%
-
-
COL LA SALLE
423
<1%
-
-
LIC SALAZAR Y HERRERA
414
<1%
-
-
COL DE LA UNIVERSIDAD PONTIFICIA BOLIVARIANA
377
<1%
-
-
COL CALASANZ
373
<1%
-
-
ESCUELA NORMAL SUPERIOR
356
<1%
-
-
COL CHAMPAGNAT
200,302
98%
-
-
(Other)
80
cole_main_campus
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
81
cole_area_location
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
82
cole_journey
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
83
cole_municipality_code_location
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
1,098
(<1%)
ZEROES:
---
MAX
99,773
95%
76,109
Q3
54,001
AVG
31,325
MEDIAN
17,873
Q1
11,001
5%
5,034
MIN
5,001
RANGE
94,772
IQR
43,000
STD
26,194
VAR
686.1M
KURT.
-1.07
SKEW
0.731
SUM
6.4B
84
cole_municipality_location
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
1,038
(<1%)
33,723
17%
-
-
BOGOTÁ D.C.
17,231
8%
-
-
BOGOTÁ, D.C.
9,831
5%
-
-
MEDELLÍN
9,594
5%
-
-
CALI
7,503
4%
-
-
BARRANQUILLA
4,712
2%
-
-
CARTAGENA DE INDIAS
3,793
2%
-
-
IBAGUÉ
117,009
58%
-
-
(Other)
85
cole_dept_code_location
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
33
(<1%)
ZEROES:
---
MAX
99.0
95%
76.0
Q3
54.0
MEDIAN
17.0
AVG
---
Q1
11.0
5%
5.0
MIN
5.0
RANGE
94.0
IQR
43.0
STD
0.00
VAR
0.00
KURT.
---
SKEW
---
SUM
infT
86
cole_dept_location
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
33
(<1%)
87
score_language_saber_11
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
79
(<1%)
ZEROES:
16
(<1%)
MAX
109
95%
64
Q3
56
MEDIAN
52
AVG
---
Q1
46
5%
40
MIN
0
RANGE
109
IQR
10.0
STD
0.00
VAR
0.00
KURT.
---
SKEW
---
SUM
infT
88
score_mathematics_saber_11
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
108
(<1%)
ZEROES:
18
(<1%)
MAX
127
95%
74
Q3
59
MEDIAN
52
AVG
---
Q1
43
5%
34
MIN
0
RANGE
127
IQR
16.0
STD
0.00
VAR
0.00
KURT.
---
SKEW
---
SUM
infT
89
score_biology_saber_11
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
85
(<1%)
ZEROES:
3
(<1%)
MAX
100
95%
64
Q3
55
MEDIAN
49
AVG
---
Q1
44
5%
37
MIN
-1
RANGE
101
IQR
11.0
STD
0.00
VAR
0.00
KURT.
---
SKEW
---
SUM
infT
90
score_chemistry_saber_11
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
76
(<1%)
ZEROES:
13
(<1%)
MAX
95.0
95%
65.0
Q3
55.0
MEDIAN
50.0
AVG
---
Q1
45.0
5%
38.0
MIN
0.0
RANGE
95.0
IQR
10.0
STD
0.00
VAR
0.00
KURT.
---
SKEW
---
SUM
infT
91
score_physics_saber_11
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
104
(<1%)
ZEROES:
40
(<1%)
MAX
124
95%
66
Q3
55
MEDIAN
48
AVG
---
Q1
43
5%
34
MIN
0
RANGE
124
IQR
12.0
STD
0.00
VAR
0.00
KURT.
---
SKEW
---
SUM
infT
92
score_social_science_saber_11
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
88
(<1%)
ZEROES:
30
(<1%)
MAX
111
95%
65
Q3
56
MEDIAN
50
AVG
---
Q1
44
5%
36
MIN
0
RANGE
111
IQR
12.0
STD
0.00
VAR
0.00
KURT.
---
SKEW
---
SUM
infT
93
score_philosophy_saber_11
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
96
(<1%)
ZEROES:
34
(<1%)
MAX
103
95%
61
Q3
51
MEDIAN
45
AVG
---
Q1
40
5%
30
MIN
0
RANGE
103
IQR
11.0
STD
0.00
VAR
0.00
KURT.
---
SKEW
---
SUM
infT
94
score_english_saber_11
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
67
(<1%)
ZEROES:
7
(<1%)
MAX
100
95%
83
Q3
59
MEDIAN
48
AVG
---
Q1
43
5%
35
MIN
-1
RANGE
101
IQR
16.0
STD
0.00
VAR
0.00
KURT.
---
SKEW
---
SUM
infT
95
score_english_saber_11_category
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
96
optative_field_saber_11
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
97
score_optative_saber_11
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
63
(<1%)
ZEROES:
235
(<1%)
MAX
90.0
95%
58.0
Q3
52.0
MEDIAN
40.0
AVG
---
Q1
5.0
5%
4.0
MIN
0.0
RANGE
90.0
IQR
47.0
STD
0.00
VAR
0.00
KURT.
---
SKEW
---
SUM
infT
98
optative_category_saber_11
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
99
your_undergraduate_core_field
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
14
(<1%)
100
target_career_major
VALUES:
203,396
(100%)
MISSING:
---
DISTINCT:
14
(<1%)
ZEROES:
58,349
(29%)
MAX
13.0
95%
8.0
Q3
4.0
AVG
2.9
MEDIAN
2.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
13.0
IQR
4.00
STD
2.66
VAR
7.10
KURT.
0.117
SKEW
0.811
SUM
595k
target_career_minor
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target_career_major
0.70
score_biology_saber_11
0.10
score_chemistry_saber_11
0.09
score_english_saber_11
0.08
score_physics_saber_11
0.08
score_mathematics_saber_11
0.08
score_social_science_saber_11
0.06
score_philosophy_saber_11
0.06
score_language_saber_11
0.06
inst_institution_code
0.06
score_english_saber_pro
0.04
your_inst_municipality_code
0.04
your_inst_department_code
0.04
score_optative_saber_11
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_undergraduate_core
1.00
group_reference
0.82
your_undergraduate_core_field
0.76
inst_character_academic
0.29
inst_origin
0.25
your_high_school_degree
0.22
your_tuition_cost_university
0.16
optative_field_saber_11
0.12
your_inst_department
0.11
your_prgm_department
0.10
your_prgm_method
0.09
score_english_saber_11_category
0.09
your_dept_resides
0.08
optative_category_saber_11
0.07
MOST FREQUENT VALUES
3
35,790
17.6%
8
15,263
7.5%
0
14,334
7.0%
14
14,219
7.0%
4
10,660
5.2%
6
10,518
5.2%
10
8,231
4.0%
13
7,736
3.8%
7
7,479
3.7%
2
7,243
3.6%
25
6,805
3.3%
12
5,382
2.6%
28
5,263
2.6%
19
3,969
2.0%
15
3,832
1.9%
SMALLEST VALUES
0
14,334
7.0%
1
2,370
1.2%
2
7,243
3.6%
3
35,790
17.6%
4
10,660
5.2%
5
749
0.4%
6
10,518
5.2%
7
7,479
3.7%
8
15,263
7.5%
9
565
0.3%
10
8,231
4.0%
11
982
0.5%
12
5,382
2.6%
13
7,736
3.8%
14
14,219
7.0%
LARGEST VALUES
57
191
<0.1%
56
164
<0.1%
55
372
0.2%
54
392
0.2%
53
273
0.1%
52
547
0.3%
51
528
0.3%
50
1,156
0.6%
49
817
0.4%
48
756
0.4%
47
786
0.4%
46
1,801
0.9%
45
530
0.3%
44
2,655
1.3%
43
899
0.4%
Associations
[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
target_career_minor
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target_career_major
0.70
score_biology_saber_11
0.10
score_chemistry_saber_11
0.09
score_english_saber_11
0.08
score_physics_saber_11
0.08
score_mathematics_saber_11
0.08
score_social_science_saber_11
0.06
score_philosophy_saber_11
0.06
score_language_saber_11
0.06
inst_institution_code
0.06
score_english_saber_pro
0.04
your_inst_municipality_code
0.04
your_inst_department_code
0.04
score_optative_saber_11
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_undergraduate_core
1.00
group_reference
0.82
your_undergraduate_core_field
0.76
inst_character_academic
0.29
inst_origin
0.25
your_high_school_degree
0.22
your_tuition_cost_university
0.16
optative_field_saber_11
0.12
your_inst_department
0.11
your_prgm_department
0.10
your_prgm_method
0.09
score_english_saber_11_category
0.09
your_dept_resides
0.08
optative_category_saber_11
0.07
MOST FREQUENT VALUES
3
35,790
17.6%
8
15,263
7.5%
0
14,334
7.0%
14
14,219
7.0%
4
10,660
5.2%
6
10,518
5.2%
10
8,231
4.0%
13
7,736
3.8%
7
7,479
3.7%
2
7,243
3.6%
25
6,805
3.3%
12
5,382
2.6%
28
5,263
2.6%
19
3,969
2.0%
15
3,832
1.9%
SMALLEST VALUES
0
14,334
7.0%
1
2,370
1.2%
2
7,243
3.6%
3
35,790
17.6%
4
10,660
5.2%
5
749
0.4%
6
10,518
5.2%
7
7,479
3.7%
8
15,263
7.5%
9
565
0.3%
10
8,231
4.0%
11
982
0.5%
12
5,382
2.6%
13
7,736
3.8%
14
14,219
7.0%
LARGEST VALUES
57
191
<0.1%
56
164
<0.1%
55
372
0.2%
54
392
0.2%
53
273
0.1%
52
547
0.3%
51
528
0.3%
50
1,156
0.6%
49
817
0.4%
48
756
0.4%
47
786
0.4%
46
1,801
0.9%
45
530
0.3%
44
2,655
1.3%
43
899
0.4%
your_type_of_document
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
CC
180,020
89%
13.6
TI
22,609
11%
13.0
CR
679
<1%
15.6
CE
81
<1%
15.1
PC
3
<1%
7.0
PE
3
<1%
11.7
NES
1
<1%
3.0
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
your_type_of_document
PROVIDES INFORMATION ON...
your_student
1.00
your_prgm_academic_level
0.35
inst_character_academic
0.15
your_prgm_method
0.14
fami_num_books
0.13
your_nationality
0.08
your_country_resides
0.08
your_tuition_cost_university
0.08
fami_mother_occupation
0.08
group_reference
0.07
fami_father_occupation
0.07
inst_origin
0.07
your_tuition_pymt_parents
0.04
your_tuition_pymt_credit
0.04

THESE FEATURES
GIVE INFORMATION
ON your_type_of_document:
group_reference
0.56
your_prgm_academic_level
0.55
fami_num_books
0.53
your_tuition_cost_university
0.46
fami_mother_occupation
0.44
inst_character_academic
0.42
fami_father_occupation
0.38
inst_origin
0.26
your_prgm_method
0.19
your_undergraduate_core
0.18
your_inst_department
0.10
fami_housing_stratum
0.08
fami_father_education
0.08
your_tuition
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_type_of_document
CORRELATION RATIO WITH...
score_language_saber_pro
0.64
score_math_saber_pro
0.63
score_english_saber_pro
0.63
period
0.63
score_writing_saber_pro
0.62
score_social_science_saber_pro
0.62
inst_institution_code
0.47
score_english_saber_11
0.19
cole_saber_11_icfes_dane
0.18
cole_dane_code_campus
0.18
score_language_saber_11
0.17
score_social_science_saber_11
0.16
score_chemistry_saber_11
0.16
score_mathematics_saber_11
0.16
your_nationality
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
COLOMBIA
203,233
>99%
13.6
USA
46
<1%
18.8
VENEZUELA
32
<1%
15.1
COMOROS
14
<1%
14.3
SPAIN
12
<1%
8.2
ECUADOR
6
<1%
7.5
ARGENTINA
5
<1%
15.4
MEXICO
5
<1%
11.8
FRANCE
4
<1%
15.0
NORTH KOREA
4
<1%
21.0
ITALY
3
<1%
16.3
CROATIA
3
<1%
25.7
GERMANY
2
<1%
3.0
PALESTINIAN TERRITORIES
2
<1%
11.0
CHINA
2
<1%
19.5
PANAMA
2
<1%
22.5
ISRAEL
2
<1%
2.5
(Other)
19
<1%
16.1
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
your_nationality
PROVIDES INFORMATION ON...
your_student
1.00
your_country_resides
1.00
your_foreigner
0.01
your_type_of_document
0.00
cole_calendar
0.00
fami_econ_dependents
0.00
cole_main_campus
0.00
your_tuition
0.00
your_state_research
0.00
your_marital_status
0.00
score_english_saber_11_category
0.00
cole_nature
0.00
fami_automobile
0.00
fami_housing_stratum
0.00

THESE FEATURES
GIVE INFORMATION
ON your_nationality:
your_country_resides
1.00
your_undergraduate_core
0.14
group_reference
0.11
cole_dept_location
0.10
your_dept_resides
0.09
your_type_of_document
0.08
your_prgm_department
0.08
fami_father_education
0.08
fami_mother_education
0.08
your_tuition_cost_university
0.08
your_inst_department
0.07
fami_housing_stratum
0.07
score_english_saber_11_category
0.07
fami_monthly_family_income
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_nationality
CORRELATION RATIO WITH...
your_dept_code_resides
0.18
score_english_saber_11
0.03
score_mathematics_saber_11
0.02
score_language_saber_11
0.02
score_english_saber_pro
0.02
score_chemistry_saber_11
0.02
score_biology_saber_11
0.02
score_physics_saber_11
0.02
cole_saber_11_icfes_dane
0.02
cole_dane_code_campus
0.02
score_philosophy_saber_11
0.02
score_social_science_saber_11
0.02
score_math_saber_pro
0.02
score_language_saber_pro
0.02
your_gender
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
F
125,290
62%
13.1
M
78,106
38%
14.3
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
your_gender
PROVIDES INFORMATION ON...
your_student
1.00
cole_type
0.12
your_undergraduate_core_field
0.03
your_undergraduate_core
0.02
group_reference
0.02
your_nationality
0.01
your_country_resides
0.01
optative_field_saber_11
0.01
your_marital_status
0.01
optative_category_saber_11
0.00
your_currently_working
0.00
your_tuition_pymt_yourself
0.00
your_prgm_academic_level
0.00
fami_econ_dependents
0.00

THESE FEATURES
GIVE INFORMATION
ON your_gender:
your_undergraduate_core
0.11
group_reference
0.08
cole_type
0.07
your_undergraduate_core_field
0.07
optative_field_saber_11
0.03
optative_category_saber_11
0.01
your_tuition_cost_university
0.00
score_english_saber_11_category
0.00
inst_origin
0.00
fami_num_books
0.00
fami_father_education
0.00
fami_mother_education
0.00
your_tuition
0.00
inst_character_academic
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_gender
CORRELATION RATIO WITH...
score_mathematics_saber_11
0.20
score_physics_saber_11
0.18
score_biology_saber_11
0.15
score_chemistry_saber_11
0.13
score_social_science_saber_11
0.11
score_math_saber_pro
0.08
score_optative_saber_11
0.07
score_english_saber_11
0.06
target_career_major
0.06
cole_dane_code_campus
0.05
cole_saber_11_icfes_dane
0.04
target_career_minor
0.04
score_writing_saber_pro
0.04
cole_saber_11_icfes_code
0.03
your_birthdate
MISSING:
---
309
<1%
-
-
15/09/1995
302
<1%
-
-
28/09/1995
302
<1%
-
-
10/10/1995
301
<1%
-
-
12/12/1995
299
<1%
-
-
08/11/1995
297
<1%
-
-
20/10/1995
295
<1%
-
-
03/10/1995
294
<1%
-
-
04/12/1995
292
<1%
-
-
12/03/1996
291
<1%
-
-
26/09/1995
291
<1%
-
-
29/09/1995
291
<1%
-
-
31/10/1995
289
<1%
-
-
29/03/1996
289
<1%
-
-
11/11/1995
289
<1%
-
-
16/02/1996
289
<1%
-
-
27/12/1995
288
<1%
-
-
01/03/1996
286
<1%
-
-
22/09/1995
285
<1%
-
-
26/12/1995
285
<1%
-
-
23/02/1996
284
<1%
-
-
25/10/1995
284
<1%
-
-
10/11/1995
284
<1%
-
-
05/12/1995
283
<1%
-
-
27/09/1995
283
<1%
-
-
19/12/1995
282
<1%
-
-
02/01/1996
282
<1%
-
-
07/11/1995
281
<1%
-
-
01/12/1995
281
<1%
-
-
07/08/1995
280
<1%
-
-
02/10/1995
280
<1%
-
-
21/09/1995
279
<1%
-
-
19/09/1995
279
<1%
-
-
02/03/1996
279
<1%
-
-
01/04/1996
279
<1%
-
-
20/09/1995
278
<1%
-
-
15/03/1996
277
<1%
-
-
30/09/1995
277
<1%
-
-
12/02/1996
277
<1%
-
-
15/08/1995
277
<1%
-
-
21/12/1995
277
<1%
-
-
17/11/1995
275
<1%
-
-
28/12/1995
275
<1%
-
-
20/11/1995
275
<1%
-
-
20/12/1995
274
<1%
-
-
19/01/1996
274
<1%
-
-
25/09/1995
274
<1%
-
-
24/10/1995
274
<1%
-
-
26/03/1996
274
<1%
-
-
12/09/1995
273
<1%
-
-
22/02/1996
273
<1%
-
-
18/12/1995
272
<1%
-
-
17/02/1996
272
<1%
-
-
05/10/1995
271
<1%
-
-
22/03/1996
271
<1%
-
-
04/03/1996
271
<1%
-
-
16/09/1995
271
<1%
-
-
24/11/1995
270
<1%
-
-
16/11/1995
270
<1%
-
-
02/02/1996
270
<1%
-
-
10/05/1996
186,470
92%
-
-
(Other)
your_foreigner
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
NO
202,131
>99%
13.5
YES
1,265
<1%
14.9
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
your_foreigner
PROVIDES INFORMATION ON...
your_student
1.00
fami_econ_dependents
0.06
your_nationality
0.03
your_country_resides
0.03
fami_num_books
0.01
your_tuition_cost_university
0.01
your_tuition_pymt_credit
0.00
your_high_school_degree
0.00
fami_father_occupation
0.00
your_tuition_pymt_parents
0.00
cole_calendar
0.00
fami_automobile
0.00
fami_current_household_type
0.00
your_tuition_pymt_yourself
0.00

THESE FEATURES
GIVE INFORMATION
ON your_foreigner:
fami_econ_dependents
0.89
your_tuition_cost_university
0.29
fami_num_books
0.26
fami_mother_occupation
0.15
fami_father_occupation
0.15
score_english_saber_11_category
0.09
fami_monthly_family_income
0.08
fami_housing_stratum
0.08
your_tuition
0.07
group_reference
0.07
your_high_school_degree
0.06
your_undergraduate_core
0.06
fami_automobile
0.05
fami_father_education
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_foreigner
CORRELATION RATIO WITH...
your_dept_code_resides
0.11
score_english_saber_11
0.09
score_mathematics_saber_11
0.07
score_english_saber_pro
0.07
score_chemistry_saber_11
0.07
score_language_saber_11
0.07
score_biology_saber_11
0.06
score_physics_saber_11
0.06
score_language_saber_pro
0.06
score_math_saber_pro
0.06
score_social_science_saber_11
0.06
score_philosophy_saber_11
0.06
score_social_science_saber_pro
0.05
cole_saber_11_icfes_dane
0.05
period
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
score_math_saber_pro
0.80
score_language_saber_pro
0.79
score_english_saber_pro
0.79
score_writing_saber_pro
0.78
score_social_science_saber_pro
0.76
inst_institution_code
-0.59
score_language_saber_11
0.23
score_english_saber_11
0.22
score_chemistry_saber_11
0.22
score_social_science_saber_11
0.21
score_physics_saber_11
0.20
score_biology_saber_11
0.19
score_mathematics_saber_11
0.19
cole_saber_11_icfes_dane
0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fami_mother_occupation
0.90
group_reference
0.87
your_prgm_academic_level
0.87
fami_num_books
0.86
fami_father_occupation
0.85
your_tuition_cost_university
0.79
inst_character_academic
0.77
your_type_of_document
0.63
inst_origin
0.57
your_prgm_method
0.50
your_undergraduate_core
0.49
your_inst_department
0.32
your_times_took_exam
0.30
fami_father_education
0.29
MOST FREQUENT VALUES
20183
80,458
39.6%
20173
63,536
31.2%
20152
19,427
9.6%
20163
16,927
8.3%
20143
14,407
7.1%
20142
5,184
2.5%
20134
833
0.4%
20182
732
0.4%
20133
679
0.3%
20172
533
0.3%
20131
236
0.1%
20132
177
<0.1%
20162
161
<0.1%
20184
84
<0.1%
20123
22
<0.1%
SMALLEST VALUES
20123
22
<0.1%
20131
236
0.1%
20132
177
<0.1%
20133
679
0.3%
20134
833
0.4%
20142
5,184
2.5%
20143
14,407
7.1%
20152
19,427
9.6%
20162
161
<0.1%
20163
16,927
8.3%
20172
533
0.3%
20173
63,536
31.2%
20182
732
0.4%
20183
80,458
39.6%
20184
84
<0.1%
LARGEST VALUES
20184
84
<0.1%
20183
80,458
39.6%
20182
732
0.4%
20173
63,536
31.2%
20172
533
0.3%
20163
16,927
8.3%
20162
161
<0.1%
20152
19,427
9.6%
20143
14,407
7.1%
20142
5,184
2.5%
20134
833
0.4%
20133
679
0.3%
20132
177
<0.1%
20131
236
0.1%
20123
22
<0.1%
your_consecutive
MISSING:
---
2
<1%
-
-
EK201830212578
2
<1%
-
-
EK201830018843
2
<1%
-
-
EK201730216282
2
<1%
-
-
EK201830174880
2
<1%
-
-
EK201520034677
2
<1%
-
-
EK201520004906
2
<1%
-
-
EK201520072250
2
<1%
-
-
EK201830176368
2
<1%
-
-
EK201730009474
2
<1%
-
-
EK201730082445
2
<1%
-
-
EK201830081510
2
<1%
-
-
EK201730161011
2
<1%
-
-
EK201830161527
2
<1%
-
-
EK201830108582
2
<1%
-
-
EK201830114209
2
<1%
-
-
EK201730006977
2
<1%
-
-
EK201830144403
2
<1%
-
-
EK201830236402
2
<1%
-
-
EK201830113737
2
<1%
-
-
EK201520009705
2
<1%
-
-
EK201830156352
2
<1%
-
-
EK201730009410
2
<1%
-
-
EK201830030515
2
<1%
-
-
EK201520100092
2
<1%
-
-
EK201830025804
2
<1%
-
-
EK201830221184
2
<1%
-
-
EK201830192258
2
<1%
-
-
EK201830062182
2
<1%
-
-
EK201730025271
2
<1%
-
-
EK201630215986
2
<1%
-
-
EK201830166173
2
<1%
-
-
EK201830033098
2
<1%
-
-
EK201730081034
2
<1%
-
-
EK201830053143
2
<1%
-
-
EK201520068088
2
<1%
-
-
EK201830148392
2
<1%
-
-
EK201830079256
2
<1%
-
-
EK201830165563
2
<1%
-
-
EK201830051245
2
<1%
-
-
EK201630197403
2
<1%
-
-
EK201730144200
2
<1%
-
-
EK201630031861
2
<1%
-
-
EK201520085294
2
<1%
-
-
EK201830039263
2
<1%
-
-
EK201730223708
2
<1%
-
-
EK201830215709
2
<1%
-
-
EK201430245190
2
<1%
-
-
EK201730174867
2
<1%
-
-
EK201830013197
2
<1%
-
-
EK201520068264
2
<1%
-
-
EK201830114021
2
<1%
-
-
EK201830016487
2
<1%
-
-
EK201630195391
2
<1%
-
-
EK201830100003
2
<1%
-
-
EK201830191891
2
<1%
-
-
EK201730083156
2
<1%
-
-
EK201830114889
2
<1%
-
-
EK201730163720
2
<1%
-
-
EK201520036633
2
<1%
-
-
EK201830067588
203,276
>99%
-
-
(Other)
your_marital_status
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
Single
197,852
97%
13.6
Free Union
3,675
2%
12.4
Married
1,645
<1%
11.7
Separated and/or Widowed
145
<1%
12.0
Separated and/or Divorced
66
<1%
12.2
Widowed
13
<1%
22.8
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
your_marital_status
PROVIDES INFORMATION ON...
your_student
1.00
fami_is_the_head_family
0.08
fami_econ_dependents
0.03
your_currently_working
0.01
your_prgm_method
0.01
your_tuition_pymt_parents
0.01
your_nationality
0.01
your_country_resides
0.01
your_tuition_pymt_yourself
0.01
cole_journey
0.01
score_english_saber_11_category
0.00
your_tuition
0.00
cole_calendar
0.00
fami_social_stratum_sisben
0.00

THESE FEATURES
GIVE INFORMATION
ON your_marital_status:
fami_econ_dependents
0.12
fami_is_the_head_family
0.09
cole_journey
0.05
score_english_saber_11_category
0.04
your_tuition_cost_university
0.04
group_reference
0.04
fami_mother_occupation
0.04
your_undergraduate_core
0.04
fami_mother_education
0.03
your_tuition
0.03
fami_father_occupation
0.03
fami_father_education
0.03
your_prgm_method
0.03
fami_monthly_family_income
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_marital_status
CORRELATION RATIO WITH...
score_english_saber_11
0.09
score_chemistry_saber_11
0.09
score_language_saber_11
0.09
score_biology_saber_11
0.09
score_english_saber_pro
0.09
score_social_science_saber_11
0.08
score_mathematics_saber_11
0.08
score_language_saber_pro
0.08
score_math_saber_pro
0.08
score_physics_saber_11
0.08
score_social_science_saber_pro
0.07
score_philosophy_saber_11
0.07
score_writing_saber_pro
0.06
cole_saber_11_icfes_code
0.04
your_student
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
STUDENT
203,396
100%
13.6
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
your_student
PROVIDES INFORMATION ON...
cole_main_campus
0.00
your_currently_working
0.00
fami_econ_dependents
0.00
your_dept_resides
0.00
your_background
0.00
group_reference
0.00
your_times_took_exam
0.00
your_undergraduate_core
0.00
fami_housing_stratum
0.00
your_undergraduate_core_field
0.00
optative_field_saber_11
0.00
cole_character
0.00
your_type_of_document
0.00
your_gender
0.00

THESE FEATURES
GIVE INFORMATION
ON your_student:
your_type_of_document
1.00
your_nationality
1.00
your_gender
1.00
your_foreigner
1.00
your_marital_status
1.00
your_country_resides
1.00
your_have_ethnicity
1.00
your_dept_resides
1.00
your_high_school_degree
1.00
your_tuition_cost_university
1.00
your_tuition_pymt_scholarship
1.00
your_tuition_pymt_credit
1.00
your_tuition_pymt_parents
1.00
your_tuition_pymt_yourself
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_student
CORRELATION RATIO WITH...
target_career_minor
0.00
period
0.00
your_dept_code_resides
0.00
your_municipality_code_resides
0.00
inst_institution_code
0.00
your_prgm_municipality_code
0.00
your_inst_municipality_code
0.00
score_math_saber_pro
0.00
score_language_saber_pro
0.00
score_social_science_saber_pro
0.00
score_english_saber_pro
0.00
score_writing_saber_pro
0.00
your_inst_department_code
0.00
cole_saber_11_icfes_code
0.00
your_country_resides
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
COLOMBIA
203,233
>99%
13.6
ESTADOS UNIDOS
46
<1%
18.8
VENEZUELA
32
<1%
15.1
COMORAS
14
<1%
14.3
ESPAÑA
12
<1%
8.2
ECUADOR
6
<1%
7.5
ARGENTINA
5
<1%
15.4
MÉXICO
5
<1%
11.8
FRANCIA
4
<1%
15.0
COREA DEL NORTE
4
<1%
21.0
ITALIA
3
<1%
16.3
CROACIA
3
<1%
25.7
ALEMANIA
2
<1%
3.0
REINO UNIDO
2
<1%
13.0
CHINA
2
<1%
19.5
PANAMÁ
2
<1%
22.5
ISRAEL
2
<1%
2.5
(Other)
19
<1%
15.9
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
your_country_resides
PROVIDES INFORMATION ON...
your_nationality
1.00
your_student
1.00
your_foreigner
0.01
your_type_of_document
0.00
cole_calendar
0.00
fami_econ_dependents
0.00
cole_main_campus
0.00
your_tuition
0.00
your_state_research
0.00
your_marital_status
0.00
score_english_saber_11_category
0.00
cole_nature
0.00
fami_automobile
0.00
fami_housing_stratum
0.00

THESE FEATURES
GIVE INFORMATION
ON your_country_resides:
your_nationality
1.00
your_undergraduate_core
0.14
group_reference
0.11
cole_dept_location
0.10
your_dept_resides
0.09
your_type_of_document
0.08
your_prgm_department
0.08
fami_father_education
0.08
fami_mother_education
0.08
your_tuition_cost_university
0.08
your_inst_department
0.07
fami_housing_stratum
0.07
score_english_saber_11_category
0.07
fami_monthly_family_income
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_country_resides
CORRELATION RATIO WITH...
your_dept_code_resides
0.18
score_english_saber_11
0.03
score_mathematics_saber_11
0.02
score_language_saber_11
0.02
score_english_saber_pro
0.02
score_chemistry_saber_11
0.02
score_biology_saber_11
0.02
score_physics_saber_11
0.02
cole_saber_11_icfes_dane
0.02
cole_dane_code_campus
0.02
score_philosophy_saber_11
0.02
score_social_science_saber_11
0.02
score_math_saber_pro
0.02
score_language_saber_pro
0.02
your_have_ethnicity
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
No
196,329
97%
13.5
Si
7,067
3%
13.8
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
your_have_ethnicity
PROVIDES INFORMATION ON...
your_student
1.00
your_prgm_academic_level
0.01
your_type_of_document
0.01
cole_dept_location
0.01
your_inst_department
0.01
your_dept_resides
0.01
fami_num_books
0.01
your_prgm_department
0.01
your_tuition_pymt_scholarship
0.01
fami_current_household_type
0.01
fami_house_floor
0.01
inst_character_academic
0.00
your_tuition_cost_university
0.00
your_tuition_pymt_parents
0.00

THESE FEATURES
GIVE INFORMATION
ON your_have_ethnicity:
cole_dept_location
0.13
your_dept_resides
0.11
your_prgm_department
0.09
your_inst_department
0.09
group_reference
0.06
your_tuition_cost_university
0.06
fami_num_books
0.06
fami_mother_occupation
0.05
fami_housing_stratum
0.04
your_prgm_academic_level
0.04
fami_father_occupation
0.04
fami_social_stratum_sisben
0.03
inst_character_academic
0.03
your_undergraduate_core
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_have_ethnicity
CORRELATION RATIO WITH...
period
0.09
score_writing_saber_pro
0.06
score_english_saber_11
0.06
inst_institution_code
0.06
score_mathematics_saber_11
0.06
score_language_saber_11
0.05
score_chemistry_saber_11
0.05
score_language_saber_pro
0.05
score_biology_saber_11
0.05
score_social_science_saber_pro
0.05
your_inst_department_code
0.04
your_inst_municipality_code
0.04
score_physics_saber_11
0.04
score_math_saber_pro
0.04
your_dept_resides
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
BOGOTA
61,840
30%
13.2
ANTIOQUIA
22,945
11%
14.4
VALLE
16,127
8%
14.1
ATLANTICO
13,503
7%
13.0
CUNDINAMARCA
11,955
6%
12.5
SANTANDER
9,601
5%
14.2
BOLIVAR
6,271
3%
13.1
NORTE SANTANDER
5,892
3%
12.2
TOLIMA
5,776
3%
12.7
BOYACA
5,083
2%
13.9
RISARALDA
4,510
2%
13.7
CORDOBA
4,389
2%
13.8
CALDAS
4,188
2%
17.8
CAUCA
3,742
2%
15.4
META
3,701
2%
11.1
HUILA
3,700
2%
12.5
NARIÑO
3,552
2%
14.6
(Other)
16,621
8%
13.7
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
your_dept_resides
PROVIDES INFORMATION ON...
your_student
1.00
your_prgm_department
0.85
cole_dept_location
0.72
your_inst_department
0.71
cole_calendar
0.20
your_state_research
0.20
inst_origin
0.13
your_have_ethnicity
0.11
cole_character
0.10
cole_nature
0.09
your_nationality
0.09
your_country_resides
0.09
fami_internet
0.08
your_tuition_cost_university
0.08

THESE FEATURES
GIVE INFORMATION
ON your_dept_resides:
your_prgm_department
0.81
cole_dept_location
0.77
your_inst_department
0.58
inst_origin
0.07
your_tuition_cost_university
0.07
your_undergraduate_core
0.05
fami_housing_stratum
0.04
group_reference
0.04
fami_social_stratum_sisben
0.04
cole_character
0.04
cole_journey
0.03
your_tuition
0.03
fami_monthly_family_income
0.03
cole_nature
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_dept_resides
CORRELATION RATIO WITH...
your_dept_code_resides
1.00
your_municipality_code_resides
1.00
your_prgm_municipality_code
0.92
cole_dept_code_location
0.86
cole_municipality_code_location
0.86
your_inst_department_code
0.79
your_inst_municipality_code
0.79
score_english_saber_11
0.29
cole_saber_11_icfes_dane
0.27
cole_dane_code_campus
0.27
score_language_saber_11
0.22
score_mathematics_saber_11
0.20
score_chemistry_saber_11
0.20
score_social_science_saber_11
0.19
your_dept_code_resides
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
your_municipality_code_resides
0.05
your_prgm_municipality_code
0.02
cole_dept_code_location
0.02
cole_municipality_code_location
0.02
your_inst_department_code
0.02
your_inst_municipality_code
0.02
score_english_saber_11
0.01
cole_saber_11_icfes_dane
0.01
cole_dane_code_campus
0.01
score_chemistry_saber_11
0.01
score_mathematics_saber_11
0.01
score_physics_saber_11
0.01
score_language_saber_11
0.01
score_english_saber_pro
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_dept_resides
1.00
your_nationality
0.18
your_country_resides
0.18
your_foreigner
0.11
fami_econ_dependents
0.10
your_prgm_department
0.02
cole_dept_location
0.02
your_undergraduate_core
0.02
your_tuition_cost_university
0.02
your_inst_department
0.02
fami_num_books
0.02
fami_monthly_family_income
0.02
score_english_saber_11_category
0.01
fami_mother_education
0.01
MOST FREQUENT VALUES
11.0
61,840
30.4%
5.0
22,945
11.3%
76.0
16,127
7.9%
8.0
13,503
6.6%
25.0
11,955
5.9%
68.0
9,601
4.7%
13.0
6,271
3.1%
54.0
5,892
2.9%
73.0
5,776
2.8%
15.0
5,083
2.5%
66.0
4,510
2.2%
23.0
4,389
2.2%
17.0
4,188
2.1%
19.0
3,742
1.8%
50.0
3,701
1.8%
SMALLEST VALUES
5.0
22,945
11.3%
8.0
13,503
6.6%
11.0
61,840
30.4%
13.0
6,271
3.1%
15.0
5,083
2.5%
17.0
4,188
2.1%
18.0
1,012
0.5%
19.0
3,742
1.8%
20.0
2,577
1.3%
23.0
4,389
2.2%
25.0
11,955
5.9%
27.0
998
0.5%
41.0
3,700
1.8%
44.0
1,646
0.8%
47.0
2,850
1.4%
LARGEST VALUES
99999.0
19
<0.1%
99.0
36
<0.1%
97.0
9
<0.1%
95.0
163
<0.1%
94.0
24
<0.1%
91.0
32
<0.1%
88.0
120
<0.1%
86.0
438
0.2%
85.0
822
0.4%
81.0
248
0.1%
76.0
16,127
7.9%
73.0
5,776
2.8%
70.0
2,473
1.2%
68.0
9,601
4.7%
66.0
4,510
2.2%
your_municipality_resides
MISSING:
---
41,857
21%
-
-
BOGOTÁ D.C.
19,983
10%
-
-
BOGOTÁ, D.C.
12,399
6%
-
-
MEDELLÍN
10,479
5%
-
-
CALI
9,709
5%
-
-
BARRANQUILLA
5,260
3%
-
-
CARTAGENA DE INDIAS
4,565
2%
-
-
BUCARAMANGA
4,375
2%
-
-
IBAGUÉ
3,366
2%
-
-
CÚCUTA
3,045
1%
-
-
VILLAVICENCIO
2,873
1%
-
-
MANIZALES
2,869
1%
-
-
PEREIRA
2,665
1%
-
-
POPAYÁN
2,650
1%
-
-
PASTO
2,495
1%
-
-
NEIVA
2,437
1%
-
-
MONTERÍA
2,269
1%
-
-
SANTA MARTA
2,224
1%
-
-
SOLEDAD
2,161
1%
-
-
ARMENIA
2,152
1%
-
-
TUNJA
2,144
1%
-
-
SOACHA
2,053
1%
-
-
VALLEDUPAR
1,894
<1%
-
-
BELLO
1,687
<1%
-
-
FLORIDABLANCA
1,589
<1%
-
-
SINCELEJO
1,563
<1%
-
-
ENVIGADO
1,306
<1%
-
-
CHÍA
1,163
<1%
-
-
PALMIRA
1,161
<1%
-
-
ITAGÜÍ
999
<1%
-
-
DOSQUEBRADAS
918
<1%
-
-
FLORENCIA
870
<1%
-
-
QUIBDÓ
823
<1%
-
-
ZIPAQUIRÁ
810
<1%
-
-
SOGAMOSO
782
<1%
-
-
FACATATIVÁ
770
<1%
-
-
FUSAGASUGÁ
759
<1%
-
-
OCAÑA
745
<1%
-
-
TULUÁ
744
<1%
-
-
MOSQUERA
711
<1%
-
-
DUITAMA
706
<1%
-
-
BARRANCABERMEJA
699
<1%
-
-
GIRARDOT
675
<1%
-
-
PAMPLONA
670
<1%
-
-
RIONEGRO
670
<1%
-
-
PIEDECUESTA
668
<1%
-
-
RIOHACHA
628
<1%
-
-
GIRÓN
599
<1%
-
-
CAJICÁ
595
<1%
-
-
GUADALAJARA DE BUGA
565
<1%
-
-
YOPAL
547
<1%
-
-
SABANETA
544
<1%
-
-
CARTAGO
482
<1%
-
-
FUNZA
444
<1%
-
-
ESPINAL
439
<1%
-
-
MADRID
402
<1%
-
-
JAMUNDÍ
394
<1%
-
-
LOS PATIOS
386
<1%
-
-
APARTADÓ
379
<1%
-
-
CALARCÁ
374
<1%
-
-
MAICAO
29,206
14%
-
-
(Other)
your_municipality_code_resides
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
your_prgm_municipality_code
0.91
cole_dept_code_location
0.85
cole_municipality_code_location
0.85
your_inst_department_code
0.76
your_inst_municipality_code
0.76
score_english_saber_11
-0.14
cole_dane_code_campus
0.09
cole_saber_11_icfes_dane
0.09
score_social_science_saber_11
-0.08
score_language_saber_11
-0.08
score_mathematics_saber_11
-0.08
score_english_saber_pro
-0.07
score_biology_saber_11
-0.07
score_philosophy_saber_11
-0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_dept_resides
1.00
your_prgm_department
0.91
cole_dept_location
0.87
your_inst_department
0.77
cole_journey
0.26
cole_character
0.26
inst_origin
0.23
your_tuition_cost_university
0.20
your_high_school_degree
0.17
fami_monthly_family_income
0.16
your_tuition
0.16
fami_microwave
0.15
cole_nature
0.14
your_undergraduate_core
0.14
MOST FREQUENT VALUES
11001.0
61,840
30.4%
5001.0
12,399
6.1%
76001.0
10,479
5.2%
8001.0
9,709
4.8%
13001.0
5,260
2.6%
68001.0
4,565
2.2%
73001.0
4,375
2.2%
54001.0
3,366
1.7%
50001.0
3,045
1.5%
17001.0
2,873
1.4%
66001.0
2,869
1.4%
19001.0
2,665
1.3%
52001.0
2,650
1.3%
41001.0
2,495
1.2%
23001.0
2,437
1.2%
SMALLEST VALUES
5001.0
12,399
6.1%
5002.0
28
<0.1%
5021.0
4
<0.1%
5030.0
41
<0.1%
5031.0
45
<0.1%
5034.0
110
<0.1%
5038.0
5
<0.1%
5040.0
5
<0.1%
5042.0
41
<0.1%
5044.0
2
<0.1%
5045.0
386
0.2%
5051.0
9
<0.1%
5055.0
1
<0.1%
5059.0
2
<0.1%
5079.0
104
<0.1%
LARGEST VALUES
99999.0
19
<0.1%
99624.0
2
<0.1%
99001.0
34
<0.1%
97001.0
9
<0.1%
95025.0
1
<0.1%
95015.0
3
<0.1%
95001.0
159
<0.1%
94343.0
1
<0.1%
94001.0
23
<0.1%
91001.0
32
<0.1%
88564.0
15
<0.1%
88001.0
105
<0.1%
86885.0
22
<0.1%
86865.0
22
<0.1%
86760.0
4
<0.1%
your_high_school_degree
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
Academic Bachelor
141,542
70%
13.7
Technical Bachelor
55,328
27%
12.0
Pedagogical or normalist high school
4,200
2%
14.3
Superior Normalist
2,326
1%
39.3
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
your_high_school_degree
PROVIDES INFORMATION ON...
your_student
1.00
cole_character
0.20
cole_nature
0.09
your_prgm_academic_level
0.08
inst_character_academic
0.07
your_type_of_document
0.07
your_tuition
0.06
your_foreigner
0.06
inst_origin
0.05
your_prgm_method
0.04
cole_calendar
0.04
your_tuition_cost_university
0.03
fami_num_books
0.03
group_reference
0.03

THESE FEATURES
GIVE INFORMATION
ON your_high_school_degree:
cole_character
0.25
group_reference
0.11
your_tuition
0.11
inst_character_academic
0.10
your_undergraduate_core
0.09
inst_origin
0.09
your_tuition_cost_university
0.09
cole_nature
0.08
fami_num_books
0.06
fami_monthly_family_income
0.06
your_prgm_academic_level
0.06
fami_housing_stratum
0.05
cole_dept_location
0.05
fami_mother_occupation
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_high_school_degree
CORRELATION RATIO WITH...
inst_institution_code
0.38
score_english_saber_pro
0.33
score_language_saber_pro
0.30
score_social_science_saber_pro
0.29
score_writing_saber_pro
0.29
score_math_saber_pro
0.29
period
0.29
cole_saber_11_icfes_dane
0.26
cole_dane_code_campus
0.26
score_english_saber_11
0.23
target_career_minor
0.22
your_municipality_code_resides
0.17
your_prgm_municipality_code
0.16
cole_municipality_code_location
0.15
your_tuition_cost_university
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
Did not pay tuition
35,319
17%
14.0
Between 2.5 million and less than 4 million
32,921
16%
11.2
Between 1 million and less than 2.5 million
28,715
14%
10.6
Less than 500 thousand
23,528
12%
16.1
More than 7 million
22,630
11%
16.3
Between 4 million and less than 5.5 million
22,339
11%
14.1
Between 500 thousand and less than 1 million
19,421
10%
13.8
Between 5.5 million and less than 7 million
13,519
7%
15.0
Between 1 million and less than 3 million
4,262
2%
10.3
Between 3 million and less than 5 million
531
<1%
13.8
More than 5 million
211
<1%
16.7
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
your_tuition_cost_university
PROVIDES INFORMATION ON...
your_student
1.00
your_prgm_academic_level
0.72
your_type_of_document
0.46
your_prgm_method
0.43
inst_character_academic
0.43
inst_origin
0.37
your_foreigner
0.29
fami_num_books
0.29
cole_nature
0.20
group_reference
0.19
cole_calendar
0.19
your_tuition
0.16
your_tuition_pymt_credit
0.16
fami_mother_occupation
0.15

THESE FEATURES
GIVE INFORMATION
ON your_tuition_cost_university:
group_reference
0.27
inst_origin
0.25
fami_num_books
0.22
inst_character_academic
0.21
your_prgm_academic_level
0.20
fami_mother_occupation
0.15
your_undergraduate_core
0.14
your_inst_department
0.12
fami_father_occupation
0.12
your_prgm_method
0.10
your_tuition
0.10
fami_monthly_family_income
0.09
your_prgm_department
0.09
fami_housing_stratum
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_tuition_cost_university
CORRELATION RATIO WITH...
score_english_saber_pro
0.84
score_language_saber_pro
0.82
score_math_saber_pro
0.82
score_writing_saber_pro
0.81
score_social_science_saber_pro
0.81
period
0.79
inst_institution_code
0.67
score_english_saber_11
0.53
cole_saber_11_icfes_dane
0.43
cole_dane_code_campus
0.43
score_language_saber_11
0.38
score_mathematics_saber_11
0.38
score_chemistry_saber_11
0.38
score_social_science_saber_11
0.34
your_tuition_pymt_scholarship
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
No
172,726
85%
13.5
Si
30,670
15%
14.1
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
your_tuition_pymt_scholarship
PROVIDES INFORMATION ON...
your_student
1.00
your_prgm_academic_level
0.04
your_tuition_pymt_parents
0.04
your_foreigner
0.03
your_type_of_document
0.02
your_prgm_method
0.02
inst_character_academic
0.02
your_have_ethnicity
0.01
fami_num_books
0.01
your_tuition_cost_university
0.01
your_inst_department
0.01
your_nationality
0.01
your_country_resides
0.01
group_reference
0.01

THESE FEATURES
GIVE INFORMATION
ON your_tuition_pymt_scholarship:
group_reference
0.06
your_tuition_cost_university
0.06
your_inst_department
0.06
your_prgm_academic_level
0.06
inst_character_academic
0.05
fami_num_books
0.05
your_tuition_pymt_parents
0.04
fami_mother_occupation
0.04
inst_origin
0.03
fami_father_occupation
0.03
your_prgm_department
0.03
your_dept_resides
0.03
cole_dept_location
0.03
your_prgm_method
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_tuition_pymt_scholarship
CORRELATION RATIO WITH...
score_language_saber_pro
0.18
score_math_saber_pro
0.18
score_social_science_saber_pro
0.17
score_writing_saber_pro
0.17
score_english_saber_pro
0.16
period
0.15
inst_institution_code
0.15
score_chemistry_saber_11
0.11
score_social_science_saber_11
0.11
score_mathematics_saber_11
0.10
score_language_saber_11
0.10
score_biology_saber_11
0.10
score_philosophy_saber_11
0.10
score_physics_saber_11
0.10
your_tuition_pymt_credit
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
No
150,873
74%
13.7
Si
52,523
26%
13.3
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
your_tuition_pymt_credit
PROVIDES INFORMATION ON...
your_student
1.00
your_tuition_pymt_parents
0.08
your_prgm_academic_level
0.08
your_type_of_document
0.06
inst_origin
0.05
your_foreigner
0.05
inst_character_academic
0.04
your_tuition_cost_university
0.04
your_prgm_method
0.04
fami_num_books
0.03
group_reference
0.02
fami_mother_occupation
0.01
fami_father_occupation
0.01
your_nationality
0.01

THESE FEATURES
GIVE INFORMATION
ON your_tuition_pymt_credit:
your_tuition_cost_university
0.16
inst_origin
0.13
group_reference
0.09
your_prgm_academic_level
0.08
inst_character_academic
0.08
fami_num_books
0.08
your_tuition_pymt_parents
0.07
fami_mother_occupation
0.06
fami_father_occupation
0.04
your_type_of_document
0.04
your_undergraduate_core
0.04
your_prgm_method
0.03
your_prgm_department
0.02
your_inst_department
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_tuition_pymt_credit
CORRELATION RATIO WITH...
period
0.22
score_writing_saber_pro
0.22
score_language_saber_pro
0.21
score_math_saber_pro
0.21
score_social_science_saber_pro
0.21
score_english_saber_pro
0.20
inst_institution_code
0.16
target_career_major
0.07
cole_saber_11_icfes_dane
0.05
cole_dane_code_campus
0.05
your_inst_department_code
0.04
your_inst_municipality_code
0.04
score_language_saber_11
0.04
score_social_science_saber_11
0.03
your_tuition_pymt_parents
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
Si
164,699
81%
13.9
No
38,697
19%
12.1
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
your_tuition_pymt_parents
PROVIDES INFORMATION ON...
your_student
1.00
your_tuition_pymt_yourself
0.07
your_tuition_pymt_credit
0.07
your_prgm_academic_level
0.06
your_type_of_document
0.05
your_tuition_pymt_scholarship
0.04
fami_is_the_head_family
0.04
your_foreigner
0.03
inst_character_academic
0.03
fami_num_books
0.03
your_marital_status
0.03
fami_econ_dependents
0.02
your_tuition_cost_university
0.02
group_reference
0.02

THESE FEATURES
GIVE INFORMATION
ON your_tuition_pymt_parents:
group_reference
0.10
fami_num_books
0.09
your_tuition_cost_university
0.09
your_tuition_pymt_credit
0.08
your_prgm_academic_level
0.07
inst_character_academic
0.07
your_tuition_pymt_yourself
0.07
fami_mother_occupation
0.06
fami_father_occupation
0.05
your_type_of_document
0.04
your_tuition_pymt_scholarship
0.04
inst_origin
0.03
your_undergraduate_core
0.03
fami_monthly_family_income
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_tuition_pymt_parents
CORRELATION RATIO WITH...
period
0.20
score_writing_saber_pro
0.18
score_math_saber_pro
0.17
score_language_saber_pro
0.16
score_social_science_saber_pro
0.16
inst_institution_code
0.13
score_english_saber_pro
0.13
cole_saber_11_icfes_dane
0.09
cole_dane_code_campus
0.09
score_english_saber_11
0.08
cole_saber_11_icfes_code
0.06
target_career_minor
0.05
score_mathematics_saber_11
0.03
score_chemistry_saber_11
0.03
your_tuition_pymt_yourself
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
No
167,101
82%
13.9
Si
36,295
18%
11.8
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
your_tuition_pymt_yourself
PROVIDES INFORMATION ON...
your_student
1.00
your_tuition_pymt_parents
0.07
your_prgm_academic_level
0.05
fami_is_the_head_family
0.04
your_type_of_document
0.04
your_foreigner
0.03
fami_econ_dependents
0.03
inst_character_academic
0.03
your_tuition_cost_university
0.02
your_marital_status
0.02
fami_num_books
0.02
group_reference
0.01
your_nationality
0.01
your_country_resides
0.01

THESE FEATURES
GIVE INFORMATION
ON your_tuition_pymt_yourself:
your_tuition_cost_university
0.11
group_reference
0.09
your_tuition_pymt_parents
0.07
your_prgm_academic_level
0.06
fami_num_books
0.06
inst_character_academic
0.06
fami_mother_occupation
0.05
fami_father_occupation
0.04
your_type_of_document
0.03
fami_econ_dependents
0.03
your_undergraduate_core
0.03
inst_origin
0.02
fami_monthly_family_income
0.01
your_tuition
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_tuition_pymt_yourself
CORRELATION RATIO WITH...
period
0.19
score_writing_saber_pro
0.13
score_math_saber_pro
0.13
inst_institution_code
0.13
score_language_saber_pro
0.12
score_social_science_saber_pro
0.12
score_english_saber_pro
0.10
score_english_saber_11
0.10
cole_saber_11_icfes_code
0.07
cole_saber_11_icfes_dane
0.06
cole_dane_code_campus
0.06
target_career_minor
0.06
score_language_saber_11
0.06
score_chemistry_saber_11
0.06
fami_current_household_type
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
It is habitual or permanent
165,911
82%
13.3
It is temporary for study or other reasons
37,485
18%
14.6
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fami_current_household_type
PROVIDES INFORMATION ON...
your_student
1.00
your_foreigner
0.03
fami_internet
0.02
cole_dept_location
0.02
your_have_ethnicity
0.02
fami_washer
0.02
cole_nature
0.01
fami_house_floor
0.01
fami_social_stratum_sisben
0.01
fami_automobile
0.01
fami_computer
0.01
cole_area_location
0.01
fami_dvd
0.01
your_nationality
0.01

THESE FEATURES
GIVE INFORMATION
ON fami_current_household_type:
cole_dept_location
0.11
your_dept_resides
0.03
fami_social_stratum_sisben
0.03
your_prgm_department
0.03
your_inst_department
0.02
your_undergraduate_core
0.02
fami_house_floor
0.02
group_reference
0.02
fami_internet
0.02
fami_automobile
0.02
fami_num_books
0.02
cole_nature
0.02
fami_monthly_family_income
0.02
fami_washer
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fami_current_household_type
CORRELATION RATIO WITH...
cole_municipality_code_location
0.15
cole_dept_code_location
0.15
score_english_saber_11
0.06
your_municipality_code_resides
0.06
your_prgm_municipality_code
0.05
your_inst_municipality_code
0.05
your_inst_department_code
0.05
target_career_major
0.04
cole_saber_11_icfes_dane
0.04
cole_dane_code_campus
0.04
target_career_minor
0.04
period
0.04
score_language_saber_11
0.03
cole_saber_11_icfes_code
0.03
fami_is_the_head_family
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
No
196,290
97%
13.6
Si
7,106
3%
12.0
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fami_is_the_head_family
PROVIDES INFORMATION ON...
your_student
1.00
your_marital_status
0.09
fami_econ_dependents
0.08
your_currently_working
0.02
your_tuition_pymt_yourself
0.01
your_tuition_pymt_parents
0.01
your_prgm_method
0.01
cole_journey
0.01
your_foreigner
0.01
your_have_ethnicity
0.00
fami_automobile
0.00
fami_internet
0.00
fami_computer
0.00
your_tuition
0.00

THESE FEATURES
GIVE INFORMATION
ON fami_is_the_head_family:
fami_econ_dependents
0.28
your_marital_status
0.08
cole_journey
0.04
your_tuition_pymt_yourself
0.04
your_tuition_pymt_parents
0.04
fami_mother_education
0.03
score_english_saber_11_category
0.03
your_tuition_cost_university
0.03
your_tuition
0.02
fami_father_education
0.02
your_undergraduate_core
0.02
group_reference
0.02
fami_social_stratum_sisben
0.02
fami_monthly_family_income
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fami_is_the_head_family
CORRELATION RATIO WITH...
score_english_saber_11
0.08
score_chemistry_saber_11
0.07
score_language_saber_11
0.07
score_biology_saber_11
0.06
score_social_science_saber_11
0.06
score_mathematics_saber_11
0.06
score_philosophy_saber_11
0.06
score_physics_saber_11
0.06
score_english_saber_pro
0.05
score_language_saber_pro
0.05
score_social_science_saber_pro
0.04
cole_saber_11_icfes_code
0.04
score_math_saber_pro
0.04
target_career_major
0.03
fami_econ_dependents
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
None
179,830
88%
13.7
One
11,987
6%
11.8
Two
5,678
3%
12.0
Three
2,106
1%
12.3
Unknown
1,603
<1%
14.8
Four
1,287
<1%
13.4
Five
602
<1%
13.4
Six
162
<1%
13.2
Seven
54
<1%
10.0
Eight
25
<1%
14.0
Ten
20
<1%
16.4
Nine
18
<1%
17.5
Twelve or more
16
<1%
12.1
Eleven
8
<1%
14.0
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fami_econ_dependents
PROVIDES INFORMATION ON...
your_student
1.00
your_foreigner
0.89
fami_is_the_head_family
0.28
your_marital_status
0.12
your_nationality
0.03
your_country_resides
0.03
your_tuition_pymt_yourself
0.03
your_tuition_pymt_parents
0.02
your_prgm_method
0.02
your_currently_working
0.02
fami_automobile
0.01
cole_calendar
0.01
your_tuition_cost_university
0.01
score_english_saber_11_category
0.01

THESE FEATURES
GIVE INFORMATION
ON fami_econ_dependents:
fami_is_the_head_family
0.08
your_foreigner
0.06
your_tuition_cost_university
0.05
fami_num_books
0.04
score_english_saber_11_category
0.04
your_marital_status
0.03
fami_mother_education
0.03
fami_monthly_family_income
0.03
fami_father_education
0.03
group_reference
0.03
your_tuition
0.03
your_undergraduate_core
0.03
fami_housing_stratum
0.03
your_tuition_pymt_yourself
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fami_econ_dependents
CORRELATION RATIO WITH...
score_english_saber_11
0.19
score_language_saber_11
0.16
score_chemistry_saber_11
0.16
score_mathematics_saber_11
0.15
score_biology_saber_11
0.15
score_social_science_saber_11
0.14
score_physics_saber_11
0.13
score_philosophy_saber_11
0.13
score_english_saber_pro
0.13
score_language_saber_pro
0.12
score_social_science_saber_pro
0.11
score_math_saber_pro
0.11
your_dept_code_resides
0.10
cole_saber_11_icfes_dane
0.09
fami_father_education
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
Middle School complete
43,046
21%
12.9
Undergraduate Degree complete
32,039
16%
14.5
Elementary school incomplete
25,882
13%
13.2
Middle School incomplete
21,404
11%
12.7
Technical School complete
19,733
10%
13.7
Graduate Degree
16,704
8%
15.1
Elementary school complete
16,040
8%
13.3
Undergraduate Degree incomplete
7,744
4%
13.6
Technical School incomplete
5,754
3%
13.2
None
5,575
3%
13.2
Unknown
5,089
3%
14.3
Doesn't know
3,386
2%
14.1
Not apply
1,000
<1%
13.1
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fami_father_education
PROVIDES INFORMATION ON...
your_student
1.00
fami_mother_education
0.20
fami_automobile
0.19
cole_calendar
0.13
cole_nature
0.13
fami_housing_stratum
0.13
your_tuition
0.11
fami_internet
0.11
your_prgm_academic_level
0.10
your_prgm_method
0.10
fami_monthly_family_income
0.10
fami_social_stratum_sisben
0.09
fami_computer
0.08
fami_microwave
0.08

THESE FEATURES
GIVE INFORMATION
ON fami_father_education:
fami_mother_education
0.19
fami_housing_stratum
0.09
fami_monthly_family_income
0.08
fami_automobile
0.07
your_tuition
0.06
fami_father_occupation
0.06
your_tuition_cost_university
0.05
fami_social_stratum_sisben
0.05
score_english_saber_11_category
0.05
group_reference
0.04
fami_num_books
0.04
fami_mother_occupation
0.04
cole_nature
0.04
inst_character_academic
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fami_father_education
CORRELATION RATIO WITH...
score_english_saber_11
0.46
score_english_saber_pro
0.44
score_language_saber_pro
0.38
score_social_science_saber_pro
0.37
score_math_saber_pro
0.37
cole_saber_11_icfes_dane
0.35
cole_dane_code_campus
0.35
score_writing_saber_pro
0.34
score_mathematics_saber_11
0.33
score_language_saber_11
0.33
score_chemistry_saber_11
0.31
score_biology_saber_11
0.29
period
0.29
score_physics_saber_11
0.29
fami_mother_education
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
Middle School complete
46,866
23%
13.0
Undergraduate Degree complete
33,421
16%
14.5
Technical School complete
27,344
13%
13.6
Middle School incomplete
23,041
11%
12.6
Elementary school incomplete
18,970
9%
13.0
Graduate Degree
15,938
8%
15.3
Elementary school complete
14,862
7%
13.2
Undergraduate Degree incomplete
7,445
4%
13.7
Technical School incomplete
7,113
3%
13.2
Unknown
5,257
3%
14.4
None
2,188
1%
13.5
Doesn't know
744
<1%
14.0
Does not apply
207
<1%
11.8
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fami_mother_education
PROVIDES INFORMATION ON...
your_student
1.00
fami_father_education
0.19
fami_automobile
0.19
fami_housing_stratum
0.12
cole_nature
0.12
cole_calendar
0.12
your_tuition
0.11
fami_internet
0.10
your_prgm_academic_level
0.10
your_prgm_method
0.10
fami_monthly_family_income
0.09
fami_computer
0.09
fami_social_stratum_sisben
0.08
fami_microwave
0.08

THESE FEATURES
GIVE INFORMATION
ON fami_mother_education:
fami_father_education
0.20
fami_housing_stratum
0.09
fami_monthly_family_income
0.08
fami_automobile
0.07
fami_mother_occupation
0.07
your_tuition
0.06
your_tuition_cost_university
0.06
fami_social_stratum_sisben
0.05
score_english_saber_11_category
0.05
group_reference
0.04
fami_num_books
0.04
cole_nature
0.04
fami_father_occupation
0.04
inst_character_academic
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fami_mother_education
CORRELATION RATIO WITH...
score_english_saber_11
0.44
score_english_saber_pro
0.44
score_language_saber_pro
0.38
score_social_science_saber_pro
0.37
score_math_saber_pro
0.37
cole_saber_11_icfes_dane
0.35
cole_dane_code_campus
0.35
score_writing_saber_pro
0.34
score_language_saber_11
0.32
score_mathematics_saber_11
0.32
score_chemistry_saber_11
0.30
period
0.29
score_biology_saber_11
0.29
score_social_science_saber_11
0.28
fami_father_occupation
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
Unknown
82,649
41%
13.9
Self-employed
34,030
17%
13.5
Employee of a private company
19,677
10%
13.6
Other activity or occupation
14,356
7%
12.7
Operator employee
9,213
5%
12.4
Pensioner
8,305
4%
13.1
Employer
7,301
4%
12.4
Government employee
6,399
3%
14.0
Does not apply
5,899
3%
13.2
Small businessman
3,152
2%
15.9
Unemployed
2,072
1%
13.8
Employee with technical level or professional
2,057
1%
13.8
Profesional independiente
1,874
<1%
12.9
Empleado de nivel auxiliar o administrativo
1,732
<1%
12.9
Executive
1,133
<1%
13.0
Laborer
1,127
<1%
14.6
Home
672
<1%
15.2
(Other)
1,748
<1%
14.1
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fami_father_occupation
PROVIDES INFORMATION ON...
your_student
1.00
your_prgm_academic_level
0.49
fami_mother_occupation
0.42
your_type_of_document
0.38
inst_character_academic
0.22
your_prgm_method
0.19
fami_num_books
0.18
your_foreigner
0.15
your_tuition_cost_university
0.12
group_reference
0.11
your_state_research
0.10
inst_origin
0.09
your_times_took_exam
0.08
fami_automobile
0.07

THESE FEATURES
GIVE INFORMATION
ON fami_father_occupation:
fami_mother_occupation
0.45
group_reference
0.16
your_prgm_academic_level
0.14
fami_num_books
0.14
your_tuition_cost_university
0.13
inst_character_academic
0.11
your_type_of_document
0.07
fami_father_education
0.06
inst_origin
0.06
your_undergraduate_core
0.06
your_prgm_method
0.05
fami_housing_stratum
0.04
fami_mother_education
0.04
your_times_took_exam
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fami_father_occupation
CORRELATION RATIO WITH...
period
0.85
score_math_saber_pro
0.71
score_language_saber_pro
0.71
score_english_saber_pro
0.70
score_writing_saber_pro
0.69
score_social_science_saber_pro
0.69
inst_institution_code
0.50
score_english_saber_11
0.25
score_language_saber_11
0.23
cole_saber_11_icfes_dane
0.21
cole_dane_code_campus
0.21
score_chemistry_saber_11
0.21
score_mathematics_saber_11
0.21
score_social_science_saber_11
0.21
fami_mother_occupation
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
Unknown
82,437
41%
13.9
Self-employed
21,849
11%
13.1
Home
20,042
10%
14.3
Employee of a private company
14,694
7%
13.4
Other activity or occupation
11,446
6%
13.0
Government employee
8,873
4%
14.0
Unemployed
7,408
4%
13.2
Domestic employee
6,154
3%
13.4
Does not apply
5,967
3%
12.4
Operator employee
5,051
2%
11.7
Unpaid family worker
4,258
2%
14.0
Pensioner
4,085
2%
13.2
Employer
3,803
2%
12.8
Empleado de nivel auxiliar o administrativo
1,689
<1%
12.2
Employee with technical level or professional
1,369
<1%
13.4
Small businessman
1,234
<1%
12.6
Profesional independiente
982
<1%
12.8
(Other)
2,055
1%
13.2
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fami_mother_occupation
PROVIDES INFORMATION ON...
your_student
1.00
your_prgm_academic_level
0.62
fami_father_occupation
0.45
your_type_of_document
0.44
inst_character_academic
0.27
your_prgm_method
0.24
fami_num_books
0.24
your_tuition_cost_university
0.15
your_foreigner
0.15
group_reference
0.14
inst_origin
0.11
your_state_research
0.10
your_times_took_exam
0.08
fami_internet
0.08

THESE FEATURES
GIVE INFORMATION
ON fami_mother_occupation:
fami_father_occupation
0.42
group_reference
0.19
fami_num_books
0.17
your_prgm_academic_level
0.17
your_tuition_cost_university
0.15
inst_character_academic
0.13
your_type_of_document
0.08
inst_origin
0.07
your_undergraduate_core
0.07
fami_mother_education
0.07
your_prgm_method
0.05
fami_father_education
0.04
fami_housing_stratum
0.04
your_inst_department
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fami_mother_occupation
CORRELATION RATIO WITH...
period
0.90
score_language_saber_pro
0.81
score_math_saber_pro
0.80
score_english_saber_pro
0.80
score_writing_saber_pro
0.79
score_social_science_saber_pro
0.78
inst_institution_code
0.58
score_english_saber_11
0.28
score_language_saber_11
0.26
cole_saber_11_icfes_dane
0.24
score_social_science_saber_11
0.24
cole_dane_code_campus
0.24
score_chemistry_saber_11
0.23
score_mathematics_saber_11
0.23
fami_housing_stratum
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
Stratum 2
64,383
32%
12.8
Stratum 3
59,894
29%
13.4
Stratum 1
33,303
16%
14.3
Stratum 4
23,436
12%
14.7
Stratum 5
9,842
5%
14.4
Stratum 6
6,154
3%
13.0
Unknown
5,741
3%
13.9
Without Stratum
355
<1%
13.1
Stratum 0
209
<1%
16.3
Rural area where there is no socioeconomic stratification
79
<1%
23.9
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fami_housing_stratum
PROVIDES INFORMATION ON...
your_student
1.00
fami_automobile
0.25
cole_calendar
0.25
cole_nature
0.21
fami_internet
0.19
fami_social_stratum_sisben
0.19
your_tuition
0.18
fami_computer
0.14
fami_microwave
0.14
fami_monthly_family_income
0.13
fami_house_floor
0.12
your_prgm_academic_level
0.11
your_prgm_method
0.11
fami_washer
0.10

THESE FEATURES
GIVE INFORMATION
ON fami_housing_stratum:
fami_monthly_family_income
0.14
your_tuition
0.14
fami_social_stratum_sisben
0.14
fami_father_education
0.13
fami_mother_education
0.12
fami_automobile
0.12
your_tuition_cost_university
0.11
cole_nature
0.09
score_english_saber_11_category
0.08
group_reference
0.07
your_dept_resides
0.07
fami_house_floor
0.06
fami_microwave
0.06
your_prgm_department
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fami_housing_stratum
CORRELATION RATIO WITH...
score_english_saber_11
0.54
score_english_saber_pro
0.46
cole_saber_11_icfes_dane
0.43
cole_dane_code_campus
0.43
score_language_saber_pro
0.38
score_math_saber_pro
0.37
score_social_science_saber_pro
0.37
score_language_saber_11
0.35
score_mathematics_saber_11
0.34
score_writing_saber_pro
0.34
score_chemistry_saber_11
0.32
score_physics_saber_11
0.30
score_biology_saber_11
0.29
period
0.29
fami_internet
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
Si
171,120
84%
13.4
No
32,276
16%
14.4
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fami_internet
PROVIDES INFORMATION ON...
your_student
1.00
fami_computer
0.30
fami_washer
0.06
your_prgm_academic_level
0.06
cole_nature
0.06
fami_automobile
0.05
fami_housing_stratum
0.05
fami_social_stratum_sisben
0.05
your_prgm_method
0.05
fami_house_floor
0.05
fami_microwave
0.04
your_type_of_document
0.04
fami_monthly_family_income
0.04
your_tuition
0.04

THESE FEATURES
GIVE INFORMATION
ON fami_internet:
fami_computer
0.22
fami_housing_stratum
0.19
fami_social_stratum_sisben
0.14
fami_monthly_family_income
0.14
your_tuition_cost_university
0.13
group_reference
0.12
fami_father_education
0.11
your_tuition
0.10
fami_num_books
0.10
fami_mother_education
0.10
fami_automobile
0.10
fami_house_floor
0.09
cole_nature
0.09
inst_origin
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fami_internet
CORRELATION RATIO WITH...
score_english_saber_pro
0.33
score_language_saber_pro
0.30
score_math_saber_pro
0.29
score_social_science_saber_pro
0.29
score_writing_saber_pro
0.27
period
0.25
score_english_saber_11
0.23
score_language_saber_11
0.21
inst_institution_code
0.20
cole_saber_11_icfes_dane
0.18
cole_dane_code_campus
0.17
score_mathematics_saber_11
0.17
score_chemistry_saber_11
0.17
score_social_science_saber_11
0.17
fami_computer
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
Si
183,446
90%
13.5
No
19,950
10%
14.3
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fami_computer
PROVIDES INFORMATION ON...
your_student
1.00
fami_internet
0.22
your_prgm_academic_level
0.04
fami_automobile
0.04
fami_washer
0.03
your_prgm_method
0.03
cole_nature
0.03
fami_social_stratum_sisben
0.03
fami_housing_stratum
0.03
fami_house_floor
0.03
your_type_of_document
0.02
fami_microwave
0.02
fami_num_books
0.02
inst_character_academic
0.02

THESE FEATURES
GIVE INFORMATION
ON fami_computer:
fami_internet
0.30
fami_housing_stratum
0.14
fami_social_stratum_sisben
0.11
fami_monthly_family_income
0.11
group_reference
0.10
your_tuition_cost_university
0.10
fami_num_books
0.10
fami_mother_education
0.09
fami_automobile
0.09
fami_father_education
0.08
your_prgm_academic_level
0.08
your_tuition
0.08
fami_mother_occupation
0.07
inst_origin
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fami_computer
CORRELATION RATIO WITH...
score_english_saber_pro
0.27
score_language_saber_pro
0.25
score_math_saber_pro
0.25
score_social_science_saber_pro
0.25
score_writing_saber_pro
0.23
period
0.20
score_english_saber_11
0.18
inst_institution_code
0.17
score_language_saber_11
0.17
score_mathematics_saber_11
0.15
score_social_science_saber_11
0.14
score_chemistry_saber_11
0.14
score_biology_saber_11
0.14
cole_saber_11_icfes_dane
0.13
fami_automobile
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
No
121,999
60%
13.4
Si
76,132
37%
13.7
Unknown
5,265
3%
14.1
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fami_automobile
PROVIDES INFORMATION ON...
your_student
1.00
fami_housing_stratum
0.12
cole_nature
0.11
cole_calendar
0.10
fami_internet
0.10
fami_computer
0.09
fami_microwave
0.08
your_tuition
0.08
fami_monthly_family_income
0.07
fami_mother_education
0.07
fami_washer
0.07
fami_father_education
0.07
fami_social_stratum_sisben
0.07
your_prgm_academic_level
0.07

THESE FEATURES
GIVE INFORMATION
ON fami_automobile:
fami_housing_stratum
0.25
fami_father_education
0.19
fami_mother_education
0.19
fami_monthly_family_income
0.15
your_tuition
0.13
your_tuition_cost_university
0.12
fami_social_stratum_sisben
0.11
cole_nature
0.10
group_reference
0.08
fami_mother_occupation
0.08
fami_father_occupation
0.07
fami_microwave
0.07
fami_num_books
0.07
score_english_saber_11_category
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fami_automobile
CORRELATION RATIO WITH...
score_english_saber_pro
0.34
score_english_saber_11
0.33
cole_saber_11_icfes_dane
0.33
cole_dane_code_campus
0.33
score_math_saber_pro
0.29
score_language_saber_pro
0.28
score_social_science_saber_pro
0.28
score_writing_saber_pro
0.26
period
0.24
score_language_saber_11
0.21
score_mathematics_saber_11
0.21
score_chemistry_saber_11
0.20
inst_institution_code
0.20
score_physics_saber_11
0.19
fami_num_books
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
26 TO 100 BOOKS
52,736
26%
14.0
11 TO 25 BOOKS
45,613
22%
13.0
Unknown
42,521
21%
13.5
0 TO 10 BOOKS
40,366
20%
12.6
MORE THAN 100 BOOKS
22,160
11%
15.7
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fami_num_books
PROVIDES INFORMATION ON...
your_student
1.00
your_prgm_academic_level
0.74
your_type_of_document
0.53
inst_character_academic
0.33
your_prgm_method
0.29
your_foreigner
0.26
your_tuition_cost_university
0.22
fami_mother_occupation
0.17
group_reference
0.16
fami_father_occupation
0.14
inst_origin
0.13
fami_internet
0.10
fami_computer
0.10
your_tuition_pymt_parents
0.09

THESE FEATURES
GIVE INFORMATION
ON fami_num_books:
group_reference
0.30
your_tuition_cost_university
0.29
your_prgm_academic_level
0.28
fami_mother_occupation
0.24
inst_character_academic
0.22
fami_father_occupation
0.18
your_type_of_document
0.13
inst_origin
0.12
your_undergraduate_core
0.10
your_prgm_method
0.09
fami_father_education
0.06
fami_mother_education
0.06
fami_monthly_family_income
0.06
score_english_saber_11_category
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fami_num_books
CORRELATION RATIO WITH...
score_language_saber_pro
0.89
score_english_saber_pro
0.88
score_math_saber_pro
0.88
score_writing_saber_pro
0.87
score_social_science_saber_pro
0.87
period
0.86
inst_institution_code
0.63
score_english_saber_11
0.40
score_language_saber_11
0.35
score_social_science_saber_11
0.32
score_mathematics_saber_11
0.32
score_chemistry_saber_11
0.31
score_biology_saber_11
0.31
score_philosophy_saber_11
0.29
inst_institution_code
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
score_language_saber_pro
-0.61
score_math_saber_pro
-0.61
score_english_saber_pro
-0.60
score_social_science_saber_pro
-0.59
period
-0.59
score_writing_saber_pro
-0.59
score_english_saber_11
-0.23
score_language_saber_11
-0.23
score_social_science_saber_11
-0.21
score_chemistry_saber_11
-0.21
score_mathematics_saber_11
-0.21
score_biology_saber_11
-0.21
score_philosophy_saber_11
-0.19
cole_saber_11_icfes_dane
-0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
inst_character_academic
0.79
group_reference
0.79
your_prgm_academic_level
0.73
your_tuition_cost_university
0.67
fami_num_books
0.63
inst_origin
0.59
fami_mother_occupation
0.58
your_undergraduate_core
0.54
fami_father_occupation
0.50
your_type_of_document
0.47
your_prgm_method
0.46
your_high_school_degree
0.38
your_inst_department
0.29
fami_father_education
0.25
MOST FREQUENT VALUES
9110
29,568
14.5%
2829
7,006
3.4%
1813
4,348
2.1%
1701
4,272
2.1%
1818
3,136
1.5%
1713
2,789
1.4%
1704
2,711
1.3%
1101
2,581
1.3%
1201
2,411
1.2%
1202
2,299
1.1%
2728
2,205
1.1%
1203
2,033
1.0%
1711
1,983
1.0%
1803
1,969
1.0%
1212
1,963
1.0%
SMALLEST VALUES
1101
2,581
1.3%
1102
989
0.5%
1103
626
0.3%
1104
238
0.1%
1105
553
0.3%
1106
1,571
0.8%
1107
222
0.1%
1108
326
0.2%
1109
44
<0.1%
1110
1,338
0.7%
1111
1,217
0.6%
1112
1,114
0.5%
1113
1,853
0.9%
1114
1,173
0.6%
1115
676
0.3%
LARGEST VALUES
129593
1
<0.1%
113068
2
<0.1%
91488
4
<0.1%
90043
12
<0.1%
85753
14
<0.1%
82610
20
<0.1%
82594
11
<0.1%
80259
23
<0.1%
78030
5
<0.1%
75788
16
<0.1%
75762
24
<0.1%
71555
26
<0.1%
46136
8
<0.1%
36772
3
<0.1%
35881
32
<0.1%
inst_institution_name
MISSING:
---
29,568
15%
-
-
SERVICIO NACIONAL DE APRENDIZAJE-SENA
7,006
3%
-
-
CORPORACION UNIVERSITARIA MINUTO DE DIOS -UNIMINUTO-BOGOTÁ D.C.
4,348
2%
-
-
UNIVERSIDAD DE LOS ANDES-BOGOTÁ D.C.
4,272
2%
-
-
PONTIFICIA UNIVERSIDAD JAVERIANA-BOGOTÁ D.C.
3,136
2%
-
-
UNIVERSIDAD COOPERATIVA DE COLOMBIA-BOGOTÁ D.C.
2,789
1%
-
-
UNIVERSIDAD DEL NORTE-BARRANQUILLA
2,711
1%
-
-
UNIVERSIDAD SANTO TOMAS-BOGOTÁ D.C.
2,581
1%
-
-
UNIVERSIDAD NACIONAL DE COLOMBIA-BOGOTÁ D.C.
2,411
1%
-
-
UNIVERSIDAD DE ANTIOQUIA-MEDELLIN
2,299
1%
-
-
UNIVERSIDAD DEL ATLANTICO-BARRANQUILLA
2,205
1%
-
-
FUNDACION UNIVERSITARIA DEL AREA ANDINA-BOGOTÁ D.C.
2,033
<1%
-
-
UNIVERSIDAD DEL VALLE-CALI
1,983
<1%
-
-
UNIVERSIDAD DE LA SABANA-CHIA
1,969
<1%
-
-
UNIVERSIDAD DE LA SALLE-BOGOTÁ D.C.
1,963
<1%
-
-
UNIVERSIDAD DE PAMPLONA-PAMPLONA
1,931
<1%
-
-
COLEGIO MAYOR DE NUESTRA SEÑORA DEL ROSARIO-BOGOTÁ D.C.
1,860
<1%
-
-
UNIVERSIDAD EAFIT--MEDELLIN
1,853
<1%
-
-
UNIVERSIDAD DE CORDOBA-MONTERIA
1,851
<1%
-
-
UNIVERSIDAD INDUSTRIAL DE SANTANDER-BUCARAMANGA
1,835
<1%
-
-
UNIVERSIDAD PONTIFICIA BOLIVARIANA-MEDELLIN
1,823
<1%
-
-
UNIVERSIDAD MILITAR"NUEVA GRANADA"-BOGOTÁ D.C.
1,799
<1%
-
-
UNIVERSIDAD DE CARTAGENA-CARTAGENA
1,795
<1%
-
-
UNIVERSIDAD SIMON BOLIVAR-BARRANQUILLA
1,717
<1%
-
-
POLITECNICO GRANCOLOMBIANO-BOGOTÁ D.C.
1,698
<1%
-
-
UNIVERSIDAD DEL MAGDALENA - UNIMAGDALENA-SANTA MARTA
1,693
<1%
-
-
UNIVERSIDAD DEL TOLIMA-IBAGUE
1,672
<1%
-
-
UNIVERSIDAD EL BOSQUE-BOGOTÁ D.C.
1,617
<1%
-
-
FUNDACION UNIVERSIDAD DE BOGOTA"JORGE TADEO LOZANO"-BOGOTÁ D.C.
1,609
<1%
-
-
UNIVERSIDAD FRANCISCO DE PAULA SANTANDER-CUCUTA
1,589
<1%
-
-
UNIVERSIDAD AUTONOMA DEL CARIBE-BARRANQUILLA
1,586
<1%
-
-
UNIVERSIDAD AUTONOMA DE OCCIDENTE-CALI
1,571
<1%
-
-
UNIVERSIDAD PEDAGOGICA Y TECNOLOGICA DE COLOMBIA-TUNJA
1,525
<1%
-
-
UNIVERSIDAD SANTIAGO DE CALI-CALI
1,508
<1%
-
-
DIRECCION NACIONAL DE ESCUELAS-BOGOTÁ D.C.
1,431
<1%
-
-
UNIVERSIDAD DE MEDELLIN-MEDELLIN
1,419
<1%
-
-
FUNDACION UNIVERSITARIA LUIS AMIGO FUNLAM-MEDELLIN
1,359
<1%
-
-
UNIVERSIDAD DISTRITAL"FRANCISCO JOSE DE CALDAS"-BOGOTÁ D.C.
1,343
<1%
-
-
UNIVERSIDAD ICESI-CALI
1,338
<1%
-
-
UNIVERSIDAD DEL CAUCA-POPAYAN
1,331
<1%
-
-
PONTIFICIA UNIVERSIDAD JAVERIANA-CALI
1,326
<1%
-
-
UNIVERSIDAD EXTERNADO DE COLOMBIA-BOGOTÁ D.C.
1,324
<1%
-
-
UNIVERSIDAD ANTONIO NARIÑO-BOGOTÁ D.C.
1,312
<1%
-
-
UNIVERSIDAD DEL QUINDIO-ARMENIA
1,289
<1%
-
-
UNIVERSIDAD CATOLICA DE COLOMBIA-BOGOTÁ D.C.
1,281
<1%
-
-
CORPORACION UNIVERSIDAD DE LA COSTA, CUC-BARRANQUILLA
1,271
<1%
-
-
UNIVERSIDAD LIBRE-BOGOTÁ D.C.
1,240
<1%
-
-
UNIVERSIDAD DE CUNDINAMARCA-UDEC-FUSAGASUGA
1,217
<1%
-
-
UNIVERSIDAD TECNOLOGICA DE PEREIRA - ITP-PEREIRA
1,209
<1%
-
-
UNIVERSIDAD SANTO TOMAS-BUCARAMANGA
1,173
<1%
-
-
UNIVERSIDAD SURCOLOMBIANA-NEIVA
1,136
<1%
-
-
CORPORACION UNIFICADA NACIONAL DE EDUCACION SUPERIOR-CUN-BOGOTÁ D.C.
1,128
<1%
-
-
UNIVERSIDAD POPULAR DEL CESAR-VALLEDUPAR
1,127
<1%
-
-
UNIVERSIDAD DE LA GUAJIRA-RIOHACHA
1,119
<1%
-
-
UNIVERSIDAD DE IBAGUE-IBAGUE
1,119
<1%
-
-
CORPORACION UNIVERSITARIA DEL CARIBE - CECAR-SINCELEJO
1,114
<1%
-
-
UNIVERSIDAD DE CALDAS-MANIZALES
1,112
<1%
-
-
UNIVERSIDAD PONTIFICIA BOLIVARIANA-BUCARAMANGA
1,079
<1%
-
-
UNIVERSIDAD LA GRAN COLOMBIA-BOGOTÁ D.C.
1,061
<1%
-
-
UNIVERSIDAD SERGIO ARBOLEDA-BOGOTÁ D.C.
1,020
<1%
-
-
FUNDACION UNIVERSIDAD DE AMERICA-BOGOTÁ D.C.
67,712
33%
-
-
(Other)
your_prgm_academic
MISSING:
---
14,257
7%
-
-
DERECHO
10,504
5%
-
-
ADMINISTRACION DE EMPRESAS
9,156
5%
-
-
INGENIERIA INDUSTRIAL
8,540
4%
-
-
PSICOLOGIA
7,529
4%
-
-
CONTADURIA PUBLICA
6,414
3%
-
-
INGENIERIA CIVIL
5,264
3%
-
-
TECNOLOGÍA EN CONTABILIDAD Y FINANZAS
3,919
2%
-
-
INGENIERIA AMBIENTAL
3,861
2%
-
-
ARQUITECTURA
3,276
2%
-
-
ENFERMERIA
2,947
1%
-
-
ECONOMIA
2,942
1%
-
-
TRABAJO SOCIAL
2,813
1%
-
-
TECNOLOGÍA EN GESTIÓN EMPRESARIAL
2,655
1%
-
-
CICLO COMPLEMENTARIO DE ESCUELAS NORMALES SUPERIORES
2,618
1%
-
-
MEDICINA
2,596
1%
-
-
NEGOCIOS INTERNACIONALES
2,539
1%
-
-
INGENIERIA DE SISTEMAS
2,415
1%
-
-
TECNOLOGÍA EN GESTIÓN ADMINISTRATIVA
2,361
1%
-
-
PSICOLOGÍA
2,102
1%
-
-
TECNOLOGÍA EN ANALISIS Y DESARROLLO DE SISTEMAS DE INFORMACION
2,057
1%
-
-
INGENIERIA MECANICA
2,016
<1%
-
-
COMUNICACION SOCIAL
1,876
<1%
-
-
COMUNICACION SOCIAL- PERIODISMO
1,823
<1%
-
-
LICENCIATURA EN PEDAGOGIA INFANTIL
1,725
<1%
-
-
FISIOTERAPIA
1,691
<1%
-
-
INGENIERIA QUIMICA
1,591
<1%
-
-
INGENIERIA ELECTRONICA
1,474
<1%
-
-
ODONTOLOGIA
1,461
<1%
-
-
ADMINISTRACION DE NEGOCIOS INTERNACIONALES
1,310
<1%
-
-
TECNICO PROFESIONAL EN SERVICIO DE POLICIA
1,299
<1%
-
-
DISEÑO INDUSTRIAL
1,203
<1%
-
-
ADMINISTRACIÓN DE EMPRESAS
1,181
<1%
-
-
DISEÑO GRAFICO
1,046
<1%
-
-
ADMINISTRACIÓN EN SALUD OCUPACIONAL
1,031
<1%
-
-
TECNOLOGÍA EN CONTROL AMBIENTAL
1,012
<1%
-
-
TECNOLOGÍA EN GESTIÓN DEL TALENTO HUMANO
1,011
<1%
-
-
LICENCIATURA EN EDUCACION PREESCOLAR
926
<1%
-
-
BIOLOGIA
909
<1%
-
-
CONTADURÍA PÚBLICA
782
<1%
-
-
LICENCIATURA EN PEDAGOGÍA INFANTIL
750
<1%
-
-
CIENCIA POLITICA
720
<1%
-
-
INGENIERIA ELECTRICA
708
<1%
-
-
INGENIERIA DE PETROLEOS
707
<1%
-
-
PUBLICIDAD
691
<1%
-
-
ADMINISTRACION DE NEGOCIOS
690
<1%
-
-
INSTRUMENTACION QUIRURGICA
685
<1%
-
-
TECNOLOGÍA EN PROCESAMIENTO DE ALIMENTOS
680
<1%
-
-
COMUNICACION SOCIAL Y PERIODISMO
646
<1%
-
-
TECNOLOGÍA EN GESTIÓN DE EMPRESAS AGROPECUARIAS
634
<1%
-
-
INGENIERIA MECATRONICA
632
<1%
-
-
TECNOLOGÍA EN GESTIÓN HOTELERA
618
<1%
-
-
MERCADEO
614
<1%
-
-
MEDICINA VETERINARIA Y ZOOTECNIA
589
<1%
-
-
COMERCIO INTERNACIONAL
586
<1%
-
-
TECNOLOGÍA EN GESTION LOGISTICA
579
<1%
-
-
TECNOLOGÍA EN SALUD OCUPACIONAL
554
<1%
-
-
TECNOLOGÍA EN MANTENIMIENTO MECATRÓNICO DE AUTOMOTORES
554
<1%
-
-
INGENIERIA BIOMEDICA
546
<1%
-
-
NUTRICION Y DIETETICA
530
<1%
-
-
RELACIONES INTERNACIONALES
64,551
32%
-
-
(Other)
group_reference
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
INGENIERÍA
37,299
18%
14.3
ADMINISTRACIÓN Y AFINES
26,558
13%
3.5
TECNOLOGICO EN ADMINISTRACIÓN Y TURISMO
16,098
8%
3.1
DERECHO
14,921
7%
8.4
EDUCACIÓN
13,960
7%
14.2
PSICOLOGÍA
10,952
5%
6.1
CONTADURÍA Y AFINES
8,680
4%
0.3
COMUNICACIÓN, PERIODISMO Y PUBLICIDAD
8,355
4%
9.0
TECNOLOGICO EN INGENIERÍA, INDUSTRIA Y MINAS
7,573
4%
13.1
SALUD
7,181
4%
31.3
BELLAS ARTES Y DISEÑO
6,581
3%
31.3
CIENCIAS SOCIALES
6,236
3%
21.4
ARQUITECTURA Y URBANISMO
3,893
2%
19.0
ENFERMERÍA
3,300
2%
29.0
CIENCIAS NATURALES Y EXACTAS
3,278
2%
32.6
NORMALES SUPERIORES
2,655
1%
44.0
TECNOLOGICO EN TIC
2,648
1%
25.4
(Other)
23,228
11%
21.1
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
group_reference
PROVIDES INFORMATION ON...
your_student
1.00
your_prgm_academic_level
0.99
your_undergraduate_core_field
0.86
your_undergraduate_core
0.71
your_type_of_document
0.56
inst_character_academic
0.49
your_prgm_method
0.47
fami_num_books
0.30
your_tuition_cost_university
0.27
inst_origin
0.24
fami_mother_occupation
0.19
fami_father_occupation
0.16
fami_internet
0.12
your_high_school_degree
0.11

THESE FEATURES
GIVE INFORMATION
ON group_reference:
your_undergraduate_core
0.80
your_undergraduate_core_field
0.50
your_prgm_academic_level
0.20
your_tuition_cost_university
0.19
inst_character_academic
0.18
fami_num_books
0.16
fami_mother_occupation
0.14
inst_origin
0.12
fami_father_occupation
0.11
your_prgm_method
0.08
your_type_of_document
0.07
your_inst_department
0.07
your_prgm_department
0.04
fami_housing_stratum
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
group_reference
CORRELATION RATIO WITH...
target_career_major
0.91
score_math_saber_pro
0.91
score_language_saber_pro
0.90
score_english_saber_pro
0.90
score_social_science_saber_pro
0.88
score_writing_saber_pro
0.87
period
0.87
target_career_minor
0.82
inst_institution_code
0.79
score_mathematics_saber_11
0.41
score_english_saber_11
0.41
score_chemistry_saber_11
0.40
score_biology_saber_11
0.37
score_physics_saber_11
0.36
your_prgm_municipality_code
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
your_municipality_code_resides
0.91
your_inst_department_code
0.83
your_inst_municipality_code
0.83
cole_dept_code_location
0.79
cole_municipality_code_location
0.79
score_english_saber_11
-0.11
cole_dane_code_campus
0.09
cole_saber_11_icfes_dane
0.09
score_english_saber_pro
-0.06
score_social_science_saber_11
-0.06
score_mathematics_saber_11
-0.06
score_language_saber_11
-0.05
score_biology_saber_11
-0.05
score_philosophy_saber_11
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_prgm_department
1.00
your_dept_resides
0.92
your_inst_department
0.84
cole_dept_location
0.82
inst_origin
0.24
cole_character
0.24
cole_journey
0.23
your_tuition_cost_university
0.18
your_high_school_degree
0.16
your_undergraduate_core
0.16
inst_character_academic
0.14
fami_monthly_family_income
0.14
group_reference
0.14
cole_calendar
0.14
MOST FREQUENT VALUES
11001
71,218
35.0%
5001
18,785
9.2%
8001
13,350
6.6%
76001
11,883
5.8%
68001
7,396
3.6%
13001
6,151
3.0%
66001
4,394
2.2%
73001
4,094
2.0%
23001
3,722
1.8%
17001
3,630
1.8%
15001
3,295
1.6%
54001
3,289
1.6%
19001
3,264
1.6%
63001
3,173
1.6%
52001
3,161
1.6%
SMALLEST VALUES
5001
18,785
9.2%
5002
7
<0.1%
5030
9
<0.1%
5031
41
<0.1%
5034
61
<0.1%
5042
46
<0.1%
5045
370
0.2%
5059
1
<0.1%
5088
749
0.4%
5129
481
0.2%
5147
9
<0.1%
5148
289
0.1%
5154
176
<0.1%
5212
22
<0.1%
5266
317
0.2%
LARGEST VALUES
99001
29
<0.1%
97001
2
<0.1%
95001
125
<0.1%
94001
11
<0.1%
88001
68
<0.1%
86749
43
<0.1%
86568
57
<0.1%
86001
138
<0.1%
85162
5
<0.1%
85139
1
<0.1%
85001
636
0.3%
81001
126
<0.1%
76895
150
<0.1%
76892
1
<0.1%
76834
777
0.4%
your_prgm_municipality
MISSING:
---
48,330
24%
-
-
BOGOTÁ D.C.
22,888
11%
-
-
BOGOTÁ, D.C.
18,785
9%
-
-
MEDELLÍN
13,350
7%
-
-
BARRANQUILLA
11,883
6%
-
-
CALI
7,396
4%
-
-
BUCARAMANGA
6,151
3%
-
-
CARTAGENA DE INDIAS
4,394
2%
-
-
PEREIRA
4,094
2%
-
-
IBAGUÉ
3,722
2%
-
-
MONTERÍA
3,630
2%
-
-
MANIZALES
3,295
2%
-
-
TUNJA
3,289
2%
-
-
CÚCUTA
3,264
2%
-
-
POPAYÁN
3,174
2%
-
-
ARMENIA
3,161
2%
-
-
PASTO
2,987
1%
-
-
VILLAVICENCIO
2,834
1%
-
-
SANTA MARTA
2,504
1%
-
-
NEIVA
2,398
1%
-
-
CHÍA
2,350
1%
-
-
SINCELEJO
2,112
1%
-
-
VALLEDUPAR
1,840
<1%
-
-
PAMPLONA
1,126
<1%
-
-
GIRARDOT
946
<1%
-
-
PALMIRA
933
<1%
-
-
SOGAMOSO
923
<1%
-
-
RIONEGRO
873
<1%
-
-
QUIBDÓ
873
<1%
-
-
FLORENCIA
869
<1%
-
-
OCAÑA
834
<1%
-
-
FUSAGASUGÁ
797
<1%
-
-
RIOHACHA
777
<1%
-
-
TULUÁ
749
<1%
-
-
BELLO
722
<1%
-
-
SOACHA
679
<1%
-
-
BARRANCABERMEJA
669
<1%
-
-
MOSQUERA
647
<1%
-
-
ESPINAL
636
<1%
-
-
YOPAL
544
<1%
-
-
SOLEDAD
531
<1%
-
-
CAJICÁ
525
<1%
-
-
GUADALAJARA DE BUGA
488
<1%
-
-
SAN GIL
481
<1%
-
-
CALDAS
373
<1%
-
-
FACATATIVÁ
370
<1%
-
-
APARTADÓ
331
<1%
-
-
DUITAMA
327
<1%
-
-
CARTAGO
324
<1%
-
-
SABANETA
317
<1%
-
-
ENVIGADO
291
<1%
-
-
NILO
289
<1%
-
-
EL CARMEN DE VIBORAL
231
<1%
-
-
PITALITO
228
<1%
-
-
ITAGÜÍ
220
<1%
-
-
BUENAVENTURA
208
<1%
-
-
MAICAO
208
<1%
-
-
GIRÓN
205
<1%
-
-
SANTANDER DE QUILICHAO
191
<1%
-
-
ROLDANILLO
182
<1%
-
-
DOSQUEBRADAS
5,648
3%
-
-
(Other)
your_prgm_department
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
BOGOTA
71,218
35%
12.8
ANTIOQUIA
23,394
12%
14.2
VALLE
15,210
7%
14.2
ATLANTICO
14,035
7%
13.3
SANTANDER
9,436
5%
14.5
CUNDINAMARCA
7,396
4%
12.2
BOLIVAR
6,244
3%
12.8
NORTE SANTANDER
6,183
3%
12.3
TOLIMA
4,853
2%
14.1
BOYACA
4,788
2%
14.4
RISARALDA
4,681
2%
14.7
CALDAS
4,135
2%
18.8
CORDOBA
3,834
2%
14.6
CAUCA
3,506
2%
15.2
NARIÑO
3,303
2%
15.3
QUINDIO
3,187
2%
15.6
HUILA
3,099
2%
13.2
(Other)
14,894
7%
13.1
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
your_prgm_department
PROVIDES INFORMATION ON...
your_student
1.00
your_inst_department
0.82
your_dept_resides
0.81
cole_dept_location
0.64
cole_calendar
0.19
your_state_research
0.16
inst_origin
0.15
your_tuition_cost_university
0.09
your_have_ethnicity
0.09
cole_character
0.09
cole_nature
0.08
your_nationality
0.08
your_country_resides
0.08
inst_character_academic
0.08

THESE FEATURES
GIVE INFORMATION
ON your_prgm_department:
your_dept_resides
0.85
cole_dept_location
0.71
your_inst_department
0.70
inst_origin
0.09
your_tuition_cost_university
0.08
your_undergraduate_core
0.06
group_reference
0.05
fami_housing_stratum
0.04
inst_character_academic
0.03
cole_character
0.03
fami_social_stratum_sisben
0.03
cole_journey
0.03
your_tuition
0.02
cole_calendar
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_prgm_department
CORRELATION RATIO WITH...
your_prgm_municipality_code
1.00
your_municipality_code_resides
0.91
your_inst_department_code
0.85
your_inst_municipality_code
0.85
cole_dept_code_location
0.80
cole_municipality_code_location
0.80
cole_saber_11_icfes_dane
0.26
cole_dane_code_campus
0.26
score_english_saber_11
0.24
score_language_saber_11
0.19
period
0.17
score_mathematics_saber_11
0.17
score_chemistry_saber_11
0.16
score_english_saber_pro
0.16
your_prgm_academic_level
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
UNIVERSITY
162,502
80%
13.5
TECHNOLOGY
34,491
17%
14.4
PROFESSIONAL TECHNICIAN
6,403
3%
11.6
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
your_prgm_academic_level
PROVIDES INFORMATION ON...
your_student
1.00
your_type_of_document
0.55
inst_character_academic
0.41
your_prgm_method
0.35
fami_num_books
0.28
group_reference
0.20
your_tuition_cost_university
0.20
fami_mother_occupation
0.17
inst_origin
0.16
fami_father_occupation
0.14
your_tuition_pymt_credit
0.08
fami_internet
0.08
fami_computer
0.08
your_tuition_pymt_parents
0.07

THESE FEATURES
GIVE INFORMATION
ON your_prgm_academic_level:
group_reference
0.99
fami_num_books
0.74
inst_character_academic
0.72
your_tuition_cost_university
0.72
fami_mother_occupation
0.62
fami_father_occupation
0.49
inst_origin
0.39
your_type_of_document
0.35
your_undergraduate_core
0.29
your_prgm_method
0.29
your_inst_department
0.14
fami_housing_stratum
0.11
fami_father_education
0.10
fami_mother_education
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_prgm_academic_level
CORRELATION RATIO WITH...
score_language_saber_pro
0.89
score_math_saber_pro
0.89
score_english_saber_pro
0.88
score_writing_saber_pro
0.87
period
0.87
score_social_science_saber_pro
0.87
inst_institution_code
0.73
score_english_saber_11
0.28
score_language_saber_11
0.28
score_social_science_saber_11
0.25
score_chemistry_saber_11
0.25
score_mathematics_saber_11
0.24
cole_saber_11_icfes_dane
0.24
score_biology_saber_11
0.24
your_prgm_method
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
IN PERSON
167,972
83%
14.1
DISTANCE
34,373
17%
11.2
ONLINE
1,046
<1%
6.3
SEMI-PRESENTIAL
5
<1%
44.0
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
your_prgm_method
PROVIDES INFORMATION ON...
your_student
1.00
your_prgm_academic_level
0.29
inst_character_academic
0.19
your_type_of_document
0.19
your_tuition_cost_university
0.10
fami_num_books
0.09
inst_origin
0.09
group_reference
0.08
fami_internet
0.05
fami_mother_occupation
0.05
cole_nature
0.05
fami_computer
0.05
fami_father_occupation
0.05
your_tuition
0.04

THESE FEATURES
GIVE INFORMATION
ON your_prgm_method:
group_reference
0.47
your_tuition_cost_university
0.43
inst_character_academic
0.41
your_prgm_academic_level
0.35
fami_num_books
0.29
inst_origin
0.26
fami_mother_occupation
0.24
your_undergraduate_core
0.23
fami_father_occupation
0.19
your_inst_department
0.18
your_type_of_document
0.14
your_tuition
0.11
fami_monthly_family_income
0.11
fami_housing_stratum
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_prgm_method
CORRELATION RATIO WITH...
score_english_saber_pro
0.59
score_language_saber_pro
0.58
score_math_saber_pro
0.58
score_social_science_saber_pro
0.57
score_writing_saber_pro
0.55
period
0.50
inst_institution_code
0.46
score_english_saber_11
0.27
score_language_saber_11
0.26
score_mathematics_saber_11
0.24
score_social_science_saber_11
0.24
score_chemistry_saber_11
0.23
score_biology_saber_11
0.23
cole_saber_11_icfes_dane
0.21
your_undergraduate_core
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
ADMINISTRATION
35,790
18%
3.0
LAW
15,263
8%
8.0
PUBLIC ACCOUNTING
14,334
7%
0.0
EDUCATION
14,219
7%
14.0
INDUSTRIAL ENGINEERING
10,660
5%
4.0
PSYCHOLOGY
10,518
5%
6.0
ENVIRONMENTAL, SANITARY ENGINEERING
8,231
4%
10.0
CIVIL ENGINEERING
7,736
4%
13.0
SOCIAL COMMUNICATION, JOURNALISM
7,479
4%
7.0
ECONOMY
7,243
4%
2.0
COMPUTER SYSTEMS, TELEMATICS ENGINEERING
6,805
3%
25.0
MECHANICAL ENGINEERING
5,382
3%
12.0
DESIGN
5,263
3%
28.0
ARCHITECTURE
3,969
2%
19.0
SOCIOLOGY, SOCIAL WORK
3,832
2%
15.0
NURSING
3,440
2%
29.0
ELECTRONIC ENGINEERING, TELECOMMUNICATIONS
2,845
1%
26.0
(Other)
40,387
20%
31.8
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
your_undergraduate_core
PROVIDES INFORMATION ON...
your_student
1.00
your_undergraduate_core_field
1.00
group_reference
0.80
your_prgm_academic_level
0.29
your_prgm_method
0.23
inst_character_academic
0.23
your_type_of_document
0.18
inst_origin
0.15
your_tuition_cost_university
0.14
your_nationality
0.14
your_country_resides
0.14
your_gender
0.11
fami_num_books
0.10
your_high_school_degree
0.09

THESE FEATURES
GIVE INFORMATION
ON your_undergraduate_core:
group_reference
0.71
your_undergraduate_core_field
0.51
your_tuition_cost_university
0.09
inst_character_academic
0.07
inst_origin
0.06
your_prgm_academic_level
0.05
your_inst_department
0.05
your_prgm_department
0.05
fami_num_books
0.05
fami_mother_occupation
0.04
your_dept_resides
0.04
fami_father_occupation
0.04
your_prgm_method
0.03
cole_dept_location
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_undergraduate_core
CORRELATION RATIO WITH...
target_career_major
1.00
target_career_minor
1.00
inst_institution_code
0.54
score_language_saber_pro
0.51
score_social_science_saber_pro
0.49
period
0.49
score_english_saber_pro
0.48
score_writing_saber_pro
0.48
score_math_saber_pro
0.47
score_mathematics_saber_11
0.37
score_english_saber_11
0.36
score_chemistry_saber_11
0.36
score_biology_saber_11
0.33
score_physics_saber_11
0.33
your_inst_municipality_code
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
your_inst_department_code
1.00
your_prgm_municipality_code
0.83
your_municipality_code_resides
0.76
cole_dept_code_location
0.65
cole_municipality_code_location
0.65
period
0.15
score_math_saber_pro
0.15
inst_institution_code
-0.15
score_writing_saber_pro
0.14
score_language_saber_pro
0.14
score_social_science_saber_pro
0.13
score_english_saber_pro
0.12
cole_saber_11_icfes_dane
0.11
cole_dane_code_campus
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_inst_department
1.00
your_prgm_department
0.85
your_dept_resides
0.79
cole_dept_location
0.70
inst_origin
0.34
your_tuition_cost_university
0.28
group_reference
0.25
inst_character_academic
0.25
fami_num_books
0.20
your_prgm_method
0.18
your_prgm_academic_level
0.18
your_undergraduate_core
0.18
cole_journey
0.18
cole_character
0.17
MOST FREQUENT VALUES
11001
98,132
48.2%
5001
17,025
8.4%
8001
12,578
6.2%
76001
11,185
5.5%
68001
7,874
3.9%
13001
5,170
2.5%
66001
3,348
1.6%
17001
3,175
1.6%
15001
3,062
1.5%
23001
2,940
1.4%
52001
2,908
1.4%
73001
2,883
1.4%
19001
2,643
1.3%
47001
2,508
1.2%
70001
2,305
1.1%
SMALLEST VALUES
5001
17,025
8.4%
5002
7
<0.1%
5030
9
<0.1%
5034
32
<0.1%
5045
5
<0.1%
5088
376
0.2%
5129
195
<0.1%
5148
150
<0.1%
5154
32
<0.1%
5212
22
<0.1%
5266
302
0.1%
5282
26
<0.1%
5284
23
<0.1%
5368
15
<0.1%
5440
34
<0.1%
LARGEST VALUES
99001
9
<0.1%
88001
23
<0.1%
86749
36
<0.1%
86001
139
<0.1%
85162
5
<0.1%
85001
160
<0.1%
81001
16
<0.1%
76895
33
<0.1%
76834
380
0.2%
76622
206
0.1%
76520
380
0.2%
76318
73
<0.1%
76147
9
<0.1%
76122
12
<0.1%
76111
48
<0.1%
your_inst_municipality
MISSING:
---
72,441
36%
-
-
BOGOTÁ D.C.
25,691
13%
-
-
BOGOTÁ, D.C.
17,025
8%
-
-
MEDELLÍN
12,578
6%
-
-
BARRANQUILLA
11,185
5%
-
-
CALI
7,874
4%
-
-
BUCARAMANGA
5,170
3%
-
-
CARTAGENA DE INDIAS
3,348
2%
-
-
PEREIRA
3,175
2%
-
-
MANIZALES
3,062
2%
-
-
TUNJA
2,940
1%
-
-
MONTERÍA
2,908
1%
-
-
PASTO
2,883
1%
-
-
IBAGUÉ
2,643
1%
-
-
POPAYÁN
2,508
1%
-
-
SANTA MARTA
2,305
1%
-
-
SINCELEJO
2,170
1%
-
-
ARMENIA
2,157
1%
-
-
CÚCUTA
1,994
<1%
-
-
PAMPLONA
1,983
<1%
-
-
CHÍA
1,773
<1%
-
-
NEIVA
1,240
<1%
-
-
FUSAGASUGÁ
1,128
<1%
-
-
VALLEDUPAR
1,127
<1%
-
-
RIOHACHA
1,025
<1%
-
-
VILLAVICENCIO
846
<1%
-
-
OCAÑA
836
<1%
-
-
QUIBDÓ
703
<1%
-
-
FLORENCIA
555
<1%
-
-
SOLEDAD
550
<1%
-
-
GIRARDOT
493
<1%
-
-
RIONEGRO
479
<1%
-
-
SAN GIL
403
<1%
-
-
BARRANCABERMEJA
380
<1%
-
-
PALMIRA
380
<1%
-
-
TULUÁ
376
<1%
-
-
BELLO
326
<1%
-
-
SOGAMOSO
318
<1%
-
-
ESPINAL
302
<1%
-
-
ENVIGADO
291
<1%
-
-
NILO
289
<1%
-
-
SABANETA
222
<1%
-
-
DUITAMA
206
<1%
-
-
ROLDANILLO
195
<1%
-
-
CALDAS
175
<1%
-
-
SOCORRO
160
<1%
-
-
YOPAL
150
<1%
-
-
EL CARMEN DE VIBORAL
139
<1%
-
-
MOCOA
124
<1%
-
-
BUENAVENTURA
104
<1%
-
-
TURBO
97
<1%
-
-
SANTA ROSA DE CABAL
81
<1%
-
-
SAHAGÚN
76
<1%
-
-
SANTA ROSA DE OSOS
73
<1%
-
-
GUACARÍ
59
<1%
-
-
CHIQUINQUIRÁ
52
<1%
-
-
VILLA DE SAN DIEGO DE UBATÉ
48
<1%
-
-
GUADALAJARA DE BUGA
46
<1%
-
-
LA CRUZ
44
<1%
-
-
PENSILVANIA
43
<1%
-
-
SAN JUAN DEL CESAR
1,442
<1%
-
-
(Other)
your_inst_department
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
BOGOTA
98,132
48%
12.8
ANTIOQUIA
19,360
10%
14.4
ATLANTICO
13,165
6%
13.1
VALLE
12,450
6%
14.4
SANTANDER
9,055
4%
14.6
BOLIVAR
5,247
3%
13.8
NORTE SANTANDER
5,008
2%
11.5
CUNDINAMARCA
4,298
2%
12.2
BOYACA
3,726
2%
14.3
RISARALDA
3,445
2%
16.2
CALDAS
3,334
2%
20.8
TOLIMA
3,240
2%
16.6
CORDOBA
3,034
1%
14.9
NARIÑO
3,004
1%
15.0
CAUCA
2,677
1%
14.9
MAGDALENA
2,545
1%
12.3
SUCRE
2,310
1%
13.3
(Other)
9,366
5%
14.2
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
your_inst_department
PROVIDES INFORMATION ON...
your_student
1.00
your_prgm_department
0.70
your_dept_resides
0.58
cole_dept_location
0.45
inst_origin
0.21
your_prgm_method
0.18
cole_calendar
0.17
inst_character_academic
0.17
your_state_research
0.16
your_prgm_academic_level
0.14
your_tuition_cost_university
0.12
your_type_of_document
0.10
your_have_ethnicity
0.09
your_nationality
0.07

THESE FEATURES
GIVE INFORMATION
ON your_inst_department:
your_prgm_department
0.82
your_dept_resides
0.71
cole_dept_location
0.60
inst_origin
0.14
your_tuition_cost_university
0.12
group_reference
0.10
inst_character_academic
0.08
your_undergraduate_core
0.08
your_prgm_method
0.04
fami_num_books
0.04
your_prgm_academic_level
0.04
fami_housing_stratum
0.03
fami_mother_occupation
0.03
fami_father_occupation
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_inst_department
CORRELATION RATIO WITH...
your_inst_department_code
1.00
your_inst_municipality_code
1.00
your_prgm_municipality_code
0.84
your_municipality_code_resides
0.77
cole_dept_code_location
0.67
cole_municipality_code_location
0.67
period
0.32
score_language_saber_pro
0.30
score_math_saber_pro
0.30
inst_institution_code
0.29
score_writing_saber_pro
0.29
score_social_science_saber_pro
0.28
score_english_saber_pro
0.28
cole_saber_11_icfes_dane
0.23
inst_character_academic
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
UNIVERSITY
122,190
60%
14.3
UNIVERSITY INSTITUTION
43,352
21%
11.1
TECHNOLOGICAL INSTITUTION
31,914
16%
11.7
PROFESSIONAL TECHNICAL SCHOOL
3,285
2%
10.7
NORMAL SUPERIOR SCHOOL
2,655
1%
44.0
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
inst_character_academic
PROVIDES INFORMATION ON...
your_student
1.00
your_prgm_academic_level
0.72
your_type_of_document
0.42
your_prgm_method
0.41
fami_num_books
0.22
your_tuition_cost_university
0.21
inst_origin
0.20
group_reference
0.18
fami_mother_occupation
0.13
fami_father_occupation
0.11
your_high_school_degree
0.10
your_inst_department
0.08
your_tuition_pymt_credit
0.08
your_undergraduate_core
0.07

THESE FEATURES
GIVE INFORMATION
ON inst_character_academic:
group_reference
0.49
your_tuition_cost_university
0.43
your_prgm_academic_level
0.41
fami_num_books
0.33
inst_origin
0.28
fami_mother_occupation
0.27
your_undergraduate_core
0.23
fami_father_occupation
0.22
your_prgm_method
0.19
your_inst_department
0.17
your_type_of_document
0.15
your_undergraduate_core_field
0.09
your_prgm_department
0.08
score_english_saber_11_category
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
inst_character_academic
CORRELATION RATIO WITH...
score_language_saber_pro
0.82
score_english_saber_pro
0.82
score_math_saber_pro
0.81
score_social_science_saber_pro
0.80
inst_institution_code
0.79
score_writing_saber_pro
0.79
period
0.77
score_english_saber_11
0.36
score_language_saber_11
0.33
score_chemistry_saber_11
0.33
score_mathematics_saber_11
0.32
score_social_science_saber_11
0.32
score_biology_saber_11
0.31
target_career_minor
0.29
inst_origin
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
NOT OFFICIAL - FOUNDATION
58,456
29%
13.1
NOT OFFICIAL - CORPORATION
57,758
28%
12.4
OFFICIAL NATIONAL LEVEL
55,143
27%
13.1
OFFICIAL DEPARTMENTAL
26,611
13%
14.8
SPECIAL REGIME
2,985
1%
39.4
OFFICIAL MUNICIPALITY
2,443
1%
15.9
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
inst_origin
PROVIDES INFORMATION ON...
your_student
1.00
your_prgm_academic_level
0.39
inst_character_academic
0.28
your_prgm_method
0.26
your_type_of_document
0.26
your_tuition_cost_university
0.25
your_inst_department
0.14
your_tuition_pymt_credit
0.13
fami_num_books
0.12
group_reference
0.12
cole_nature
0.10
your_high_school_degree
0.09
fami_internet
0.09
your_prgm_department
0.09

THESE FEATURES
GIVE INFORMATION
ON inst_origin:
your_tuition_cost_university
0.37
group_reference
0.24
your_inst_department
0.21
inst_character_academic
0.20
your_prgm_academic_level
0.16
your_prgm_department
0.15
your_undergraduate_core
0.15
fami_num_books
0.13
your_dept_resides
0.13
fami_mother_occupation
0.11
cole_dept_location
0.09
your_prgm_method
0.09
fami_father_occupation
0.09
your_type_of_document
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
inst_origin
CORRELATION RATIO WITH...
inst_institution_code
0.59
score_english_saber_pro
0.58
score_language_saber_pro
0.57
period
0.57
score_writing_saber_pro
0.56
score_math_saber_pro
0.56
score_social_science_saber_pro
0.55
your_inst_municipality_code
0.34
your_inst_department_code
0.34
cole_saber_11_icfes_dane
0.30
cole_dane_code_campus
0.30
score_english_saber_11
0.26
target_career_minor
0.25
your_prgm_municipality_code
0.24
score_math_saber_pro
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
score_language_saber_pro
0.91
score_english_saber_pro
0.90
score_social_science_saber_pro
0.89
score_writing_saber_pro
0.84
period
0.80
inst_institution_code
-0.61
score_mathematics_saber_11
0.47
score_chemistry_saber_11
0.46
score_english_saber_11
0.44
score_biology_saber_11
0.43
score_language_saber_11
0.43
score_social_science_saber_11
0.42
score_physics_saber_11
0.40
score_philosophy_saber_11
0.36

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
group_reference
0.91
your_prgm_academic_level
0.89
fami_num_books
0.88
your_tuition_cost_university
0.82
inst_character_academic
0.81
fami_mother_occupation
0.80
fami_father_occupation
0.71
your_type_of_document
0.63
your_prgm_method
0.58
inst_origin
0.56
your_undergraduate_core
0.47
score_english_saber_11_category
0.45
fami_mother_education
0.37
fami_father_education
0.37
MOST FREQUENT VALUES
9.1015625
2,339
1.1%
9.6015625
2,179
1.1%
10.3984375
2,119
1.0%
9.703125
2,081
1.0%
9.796875
2,039
1.0%
9.8984375
2,025
1.0%
156.0
2,021
1.0%
157.0
2,011
1.0%
158.0
2,004
1.0%
153.0
2,000
1.0%
160.0
1,988
1.0%
162.0
1,985
1.0%
169.0
1,976
1.0%
155.0
1,965
1.0%
163.0
1,949
1.0%
SMALLEST VALUES
0.0
42
<0.1%
6.19921875
6
<0.1%
6.5
1
<0.1%
6.69921875
2
<0.1%
6.8984375
26
<0.1%
7.1015625
14
<0.1%
7.19921875
3
<0.1%
7.30078125
10
<0.1%
7.3984375
77
<0.1%
7.5
2
<0.1%
7.6015625
46
<0.1%
7.69921875
35
<0.1%
7.80078125
255
0.1%
7.8984375
11
<0.1%
8.0
173
<0.1%
LARGEST VALUES
300.0
380
0.2%
246.0
1
<0.1%
242.0
4
<0.1%
240.0
8
<0.1%
238.0
1
<0.1%
237.0
29
<0.1%
236.0
13
<0.1%
235.0
42
<0.1%
234.0
23
<0.1%
233.0
54
<0.1%
232.0
49
<0.1%
231.0
60
<0.1%
230.0
57
<0.1%
229.0
66
<0.1%
228.0
72
<0.1%
score_language_saber_pro
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
score_social_science_saber_pro
0.93
score_english_saber_pro
0.91
score_math_saber_pro
0.91
score_writing_saber_pro
0.86
period
0.79
inst_institution_code
-0.61
score_language_saber_11
0.46
score_english_saber_11
0.46
score_social_science_saber_11
0.44
score_chemistry_saber_11
0.42
score_biology_saber_11
0.42
score_mathematics_saber_11
0.41
score_philosophy_saber_11
0.39
score_physics_saber_11
0.37

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
group_reference
0.90
your_prgm_academic_level
0.89
fami_num_books
0.89
your_tuition_cost_university
0.82
inst_character_academic
0.82
fami_mother_occupation
0.81
fami_father_occupation
0.71
your_type_of_document
0.64
your_prgm_method
0.58
inst_origin
0.57
your_undergraduate_core
0.51
score_english_saber_11_category
0.47
fami_mother_education
0.38
fami_father_education
0.38
MOST FREQUENT VALUES
9.703125
2,079
1.0%
10.6015625
2,042
1.0%
9.8984375
1,940
1.0%
159.0
1,925
0.9%
167.0
1,924
0.9%
168.0
1,923
0.9%
161.0
1,913
0.9%
9.296875
1,907
0.9%
170.0
1,898
0.9%
155.0
1,895
0.9%
165.0
1,893
0.9%
169.0
1,889
0.9%
164.0
1,887
0.9%
156.0
1,884
0.9%
171.0
1,878
0.9%
SMALLEST VALUES
0.0
37
<0.1%
5.1015625
3
<0.1%
5.30078125
1
<0.1%
5.5
1
<0.1%
5.6015625
1
<0.1%
6.1015625
9
<0.1%
6.19921875
2
<0.1%
6.30078125
3
<0.1%
6.3984375
7
<0.1%
6.5
1
<0.1%
6.6015625
3
<0.1%
6.69921875
19
<0.1%
6.80078125
10
<0.1%
7.0
19
<0.1%
7.1015625
11
<0.1%
LARGEST VALUES
300.0
101
<0.1%
246.0
2
<0.1%
243.0
1
<0.1%
241.0
1
<0.1%
240.0
2
<0.1%
239.0
1
<0.1%
238.0
2
<0.1%
237.0
10
<0.1%
236.0
4
<0.1%
235.0
15
<0.1%
234.0
37
<0.1%
233.0
27
<0.1%
232.0
89
<0.1%
231.0
48
<0.1%
230.0
104
<0.1%
score_social_science_saber_pro
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
score_language_saber_pro
0.93
score_english_saber_pro
0.90
score_math_saber_pro
0.89
score_writing_saber_pro
0.84
period
0.76
inst_institution_code
-0.59
score_english_saber_11
0.45
score_language_saber_11
0.45
score_social_science_saber_11
0.44
score_chemistry_saber_11
0.41
score_biology_saber_11
0.41
score_mathematics_saber_11
0.40
score_philosophy_saber_11
0.39
score_physics_saber_11
0.36

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
group_reference
0.88
fami_num_books
0.87
your_prgm_academic_level
0.87
your_tuition_cost_university
0.81
inst_character_academic
0.80
fami_mother_occupation
0.78
fami_father_occupation
0.69
your_type_of_document
0.62
your_prgm_method
0.57
inst_origin
0.55
your_undergraduate_core
0.49
score_english_saber_11_category
0.45
fami_mother_education
0.37
fami_father_education
0.37
MOST FREQUENT VALUES
9.1015625
2,621
1.3%
8.8984375
2,180
1.1%
154.0
1,910
0.9%
157.0
1,903
0.9%
162.0
1,895
0.9%
160.0
1,887
0.9%
168.0
1,886
0.9%
165.0
1,883
0.9%
156.0
1,863
0.9%
9.3984375
1,852
0.9%
9.703125
1,842
0.9%
9.6015625
1,841
0.9%
166.0
1,841
0.9%
159.0
1,833
0.9%
161.0
1,829
0.9%
SMALLEST VALUES
0.0
135
<0.1%
6.1015625
13
<0.1%
6.19921875
2
<0.1%
6.30078125
3
<0.1%
6.6015625
3
<0.1%
6.80078125
4
<0.1%
7.0
34
<0.1%
7.1015625
24
<0.1%
7.19921875
9
<0.1%
7.30078125
9
<0.1%
7.5
155
<0.1%
7.6015625
58
<0.1%
7.69921875
55
<0.1%
7.80078125
65
<0.1%
7.8984375
174
<0.1%
LARGEST VALUES
300.0
127
<0.1%
234.0
9
<0.1%
233.0
18
<0.1%
232.0
15
<0.1%
231.0
24
<0.1%
230.0
68
<0.1%
229.0
49
<0.1%
228.0
48
<0.1%
227.0
77
<0.1%
226.0
71
<0.1%
225.0
78
<0.1%
224.0
120
<0.1%
223.0
109
<0.1%
222.0
112
<0.1%
221.0
138
<0.1%
score_english_saber_pro
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
score_language_saber_pro
0.91
score_math_saber_pro
0.90
score_social_science_saber_pro
0.90
score_writing_saber_pro
0.85
period
0.79
inst_institution_code
-0.60
score_english_saber_11
0.57
score_language_saber_11
0.46
score_chemistry_saber_11
0.43
score_mathematics_saber_11
0.43
score_social_science_saber_11
0.42
score_biology_saber_11
0.41
score_physics_saber_11
0.39
score_philosophy_saber_11
0.38

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
group_reference
0.90
your_prgm_academic_level
0.88
fami_num_books
0.88
your_tuition_cost_university
0.84
inst_character_academic
0.82
fami_mother_occupation
0.80
fami_father_occupation
0.70
your_type_of_document
0.63
your_prgm_method
0.59
inst_origin
0.58
score_english_saber_11_category
0.57
your_undergraduate_core
0.48
your_tuition
0.47
fami_housing_stratum
0.46
MOST FREQUENT VALUES
9.6015625
5,974
2.9%
9.5
4,441
2.2%
9.3984375
4,044
2.0%
9.703125
3,662
1.8%
9.203125
3,284
1.6%
9.8984375
2,546
1.3%
9.796875
2,501
1.2%
9.1015625
2,114
1.0%
10.0
2,011
1.0%
139.0
1,854
0.9%
138.0
1,846
0.9%
136.0
1,812
0.9%
144.0
1,797
0.9%
145.0
1,784
0.9%
135.0
1,780
0.9%
SMALLEST VALUES
0.0
340
0.2%
6.0
7
<0.1%
7.19921875
13
<0.1%
7.30078125
4
<0.1%
7.3984375
4
<0.1%
7.80078125
37
<0.1%
7.8984375
23
<0.1%
8.0
27
<0.1%
8.203125
104
<0.1%
8.296875
54
<0.1%
8.3984375
95
<0.1%
8.5
295
0.1%
8.6015625
122
<0.1%
8.703125
638
0.3%
8.796875
186
<0.1%
LARGEST VALUES
300.0
706
0.3%
237.0
18
<0.1%
236.0
25
<0.1%
235.0
21
<0.1%
234.0
47
<0.1%
233.0
50
<0.1%
232.0
120
<0.1%
231.0
133
<0.1%
230.0
169
<0.1%
229.0
124
<0.1%
228.0
157
<0.1%
227.0
183
<0.1%
226.0
186
<0.1%
225.0
234
0.1%
224.0
388
0.2%
score_writing_saber_pro
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
score_language_saber_pro
0.86
score_english_saber_pro
0.85
score_math_saber_pro
0.84
score_social_science_saber_pro
0.84
period
0.78
inst_institution_code
-0.59
score_english_saber_11
0.36
score_language_saber_11
0.35
score_social_science_saber_11
0.32
score_chemistry_saber_11
0.31
score_mathematics_saber_11
0.30
score_biology_saber_11
0.30
score_philosophy_saber_11
0.29
score_physics_saber_11
0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
group_reference
0.87
fami_num_books
0.87
your_prgm_academic_level
0.87
your_tuition_cost_university
0.81
inst_character_academic
0.79
fami_mother_occupation
0.79
fami_father_occupation
0.69
your_type_of_document
0.62
inst_origin
0.56
your_prgm_method
0.55
your_undergraduate_core
0.48
score_english_saber_11_category
0.37
fami_mother_education
0.34
fami_father_education
0.34
MOST FREQUENT VALUES
141.0
8,024
3.9%
10.1015625
2,597
1.3%
161.0
2,305
1.1%
142.0
2,282
1.1%
160.0
2,279
1.1%
162.0
2,256
1.1%
139.0
2,212
1.1%
159.0
2,200
1.1%
163.0
2,151
1.1%
140.0
2,126
1.0%
138.0
2,084
1.0%
144.0
2,074
1.0%
137.0
2,070
1.0%
136.0
2,026
1.0%
143.0
2,024
1.0%
SMALLEST VALUES
6.6015625
1
<0.1%
6.69921875
3
<0.1%
6.80078125
26
<0.1%
6.8984375
24
<0.1%
7.0
51
<0.1%
7.1015625
48
<0.1%
7.19921875
63
<0.1%
7.30078125
57
<0.1%
7.3984375
82
<0.1%
7.48046875
2
<0.1%
7.5
78
<0.1%
7.5390625
1
<0.1%
7.55078125
2
<0.1%
7.55859375
1
<0.1%
7.5703125
1
<0.1%
LARGEST VALUES
300.0
1,339
0.7%
259.0
1
<0.1%
257.0
1
<0.1%
256.0
1
<0.1%
254.0
1
<0.1%
253.0
3
<0.1%
252.0
3
<0.1%
251.0
4
<0.1%
250.0
2
<0.1%
249.0
2
<0.1%
248.0
5
<0.1%
247.0
4
<0.1%
246.0
8
<0.1%
245.0
14
<0.1%
244.0
15
<0.1%
your_state_research
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
TO POST
202,691
>99%
13.6
PRESENT WITH LATE READING
404
<1%
12.9
LEGAL OFFICE VALIDITY
255
<1%
15.2
IDENTITY OF THE EXAMINED WAS NOT CHECKED
46
<1%
11.2
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
your_state_research
PROVIDES INFORMATION ON...
your_student
1.00
your_inst_department
0.00
your_dept_resides
0.00
your_prgm_department
0.00
cole_dept_location
0.00
your_nationality
0.00
your_country_resides
0.00
your_prgm_academic_level
0.00
fami_father_occupation
0.00
fami_mother_occupation
0.00
your_type_of_document
0.00
inst_character_academic
0.00
your_prgm_method
0.00
your_foreigner
0.00

THESE FEATURES
GIVE INFORMATION
ON your_state_research:
your_dept_resides
0.20
your_inst_department
0.16
your_prgm_department
0.16
cole_dept_location
0.16
fami_mother_occupation
0.10
fami_father_occupation
0.10
your_undergraduate_core
0.06
group_reference
0.06
your_tuition_cost_university
0.04
fami_num_books
0.03
your_prgm_academic_level
0.03
inst_character_academic
0.03
inst_origin
0.02
cole_journey
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_state_research
CORRELATION RATIO WITH...
your_inst_department_code
0.06
your_inst_municipality_code
0.06
your_municipality_code_resides
0.05
your_prgm_municipality_code
0.05
period
0.05
cole_dept_code_location
0.05
cole_municipality_code_location
0.05
score_social_science_saber_pro
0.04
score_language_saber_pro
0.03
score_writing_saber_pro
0.03
score_english_saber_pro
0.03
score_math_saber_pro
0.03
score_social_science_saber_11
0.02
score_language_saber_11
0.02
your_inst_department_code
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
your_inst_municipality_code
1.00
your_prgm_municipality_code
0.83
your_municipality_code_resides
0.76
cole_dept_code_location
0.65
cole_municipality_code_location
0.65
period
0.16
score_math_saber_pro
0.15
inst_institution_code
-0.15
score_writing_saber_pro
0.14
score_language_saber_pro
0.14
score_social_science_saber_pro
0.13
score_english_saber_pro
0.12
cole_saber_11_icfes_dane
0.11
cole_dane_code_campus
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_inst_department
1.00
your_prgm_department
0.85
your_dept_resides
0.79
cole_dept_location
0.70
inst_origin
0.34
your_tuition_cost_university
0.28
group_reference
0.25
inst_character_academic
0.25
fami_num_books
0.20
your_prgm_method
0.18
your_prgm_academic_level
0.18
your_undergraduate_core
0.18
cole_journey
0.18
cole_character
0.17
MOST FREQUENT VALUES
11
98,132
48.2%
5
19,360
9.5%
8
13,165
6.5%
76
12,450
6.1%
68
9,055
4.5%
13
5,247
2.6%
54
5,008
2.5%
25
4,298
2.1%
15
3,726
1.8%
66
3,445
1.7%
17
3,334
1.6%
73
3,240
1.6%
23
3,034
1.5%
52
3,004
1.5%
19
2,677
1.3%
SMALLEST VALUES
5
19,360
9.5%
8
13,165
6.5%
11
98,132
48.2%
13
5,247
2.6%
15
3,726
1.8%
17
3,334
1.6%
18
703
0.3%
19
2,677
1.3%
20
1,169
0.6%
23
3,034
1.5%
25
4,298
2.1%
27
879
0.4%
41
1,804
0.9%
44
1,178
0.6%
47
2,545
1.3%
LARGEST VALUES
99
9
<0.1%
88
23
<0.1%
86
175
<0.1%
85
165
<0.1%
81
16
<0.1%
76
12,450
6.1%
73
3,240
1.6%
70
2,310
1.1%
68
9,055
4.5%
66
3,445
1.7%
63
2,170
1.1%
54
5,008
2.5%
52
3,004
1.5%
50
1,075
0.5%
47
2,545
1.3%
your_area_residse
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
Head of Municipality
168,746
83%
13.5
Rural area
21,922
11%
14.2
Unknown
12,728
6%
12.7
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
your_area_residse
PROVIDES INFORMATION ON...
your_student
1.00
cole_area_location
0.19
your_times_took_exam
0.07
fami_internet
0.04
fami_washer
0.03
fami_house_floor
0.02
cole_nature
0.02
cole_calendar
0.02
fami_computer
0.02
fami_social_stratum_sisben
0.02
fami_monthly_family_income
0.01
your_nationality
0.01
your_country_resides
0.01
fami_microwave
0.01

THESE FEATURES
GIVE INFORMATION
ON your_area_residse:
your_times_took_exam
0.10
cole_area_location
0.09
fami_monthly_family_income
0.04
fami_social_stratum_sisben
0.04
fami_house_floor
0.04
fami_housing_stratum
0.03
fami_father_education
0.03
fami_mother_education
0.03
fami_internet
0.03
cole_dept_location
0.03
fami_mother_occupation
0.03
fami_father_occupation
0.03
fami_washer
0.03
your_tuition
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_area_residse
CORRELATION RATIO WITH...
score_english_saber_pro
0.14
score_english_saber_11
0.14
period
0.13
score_language_saber_pro
0.13
score_language_saber_11
0.12
score_social_science_saber_pro
0.12
score_math_saber_pro
0.12
score_mathematics_saber_11
0.11
score_writing_saber_pro
0.11
score_chemistry_saber_11
0.10
score_biology_saber_11
0.10
score_social_science_saber_11
0.10
score_philosophy_saber_11
0.09
score_physics_saber_11
0.08
your_tuition
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
Does not pay Pension
121,560
60%
13.3
250,000 or more
31,699
16%
14.9
Between 150,000 and less than 250,000
21,279
10%
14.1
Less than 87,000
9,962
5%
12.8
Between 87,000 and less than 120,000
9,961
5%
12.8
Between 120,000 and less than 150,000
8,935
4%
13.1
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
your_tuition
PROVIDES INFORMATION ON...
your_student
1.00
cole_nature
0.74
cole_calendar
0.32
cole_journey
0.19
fami_social_stratum_sisben
0.16
fami_monthly_family_income
0.16
fami_microwave
0.15
cole_character
0.15
fami_housing_stratum
0.14
fami_automobile
0.13
score_english_saber_11_category
0.12
your_prgm_method
0.11
your_high_school_degree
0.11
fami_washer
0.11

THESE FEATURES
GIVE INFORMATION
ON your_tuition:
cole_nature
0.40
fami_monthly_family_income
0.22
fami_housing_stratum
0.18
cole_journey
0.16
your_tuition_cost_university
0.16
fami_social_stratum_sisben
0.16
score_english_saber_11_category
0.14
fami_father_education
0.11
cole_character
0.11
fami_mother_education
0.11
group_reference
0.08
fami_automobile
0.08
fami_microwave
0.08
cole_calendar
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_tuition
CORRELATION RATIO WITH...
cole_saber_11_icfes_dane
0.79
cole_dane_code_campus
0.79
score_english_saber_11
0.60
score_english_saber_pro
0.47
score_mathematics_saber_11
0.39
score_language_saber_11
0.39
score_chemistry_saber_11
0.37
score_language_saber_pro
0.37
score_math_saber_pro
0.36
score_social_science_saber_pro
0.36
score_physics_saber_11
0.34
score_biology_saber_11
0.33
score_writing_saber_pro
0.33
score_philosophy_saber_11
0.32
your_times_took_exam
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
Unknown
117,526
58%
13.8
Never
82,784
41%
13.2
Once
2,475
1%
13.7
Twice
493
<1%
15.1
Three times or more
118
<1%
15.3
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
your_times_took_exam
PROVIDES INFORMATION ON...
your_student
1.00
cole_calendar
0.22
your_area_residse
0.10
fami_monthly_family_income
0.04
cole_bilingual
0.03
fami_father_occupation
0.03
fami_mother_occupation
0.03
fami_oven
0.03
your_prgm_academic_level
0.03
cole_nature
0.02
your_nationality
0.02
your_country_resides
0.02
your_tuition
0.02
your_type_of_document
0.02

THESE FEATURES
GIVE INFORMATION
ON your_times_took_exam:
fami_monthly_family_income
0.10
cole_calendar
0.09
fami_mother_occupation
0.08
fami_father_occupation
0.08
your_area_residse
0.07
your_tuition_cost_university
0.03
fami_oven
0.03
your_tuition
0.03
group_reference
0.03
fami_housing_stratum
0.03
score_english_saber_11_category
0.02
fami_num_books
0.02
cole_nature
0.02
your_prgm_academic_level
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_times_took_exam
CORRELATION RATIO WITH...
period
0.30
score_english_saber_pro
0.21
score_physics_saber_11
0.20
score_language_saber_11
0.19
score_language_saber_pro
0.19
cole_saber_11_icfes_dane
0.18
cole_dane_code_campus
0.18
score_math_saber_pro
0.18
score_social_science_saber_pro
0.18
score_writing_saber_pro
0.18
score_english_saber_11
0.17
score_chemistry_saber_11
0.14
inst_institution_code
0.12
score_philosophy_saber_11
0.11
fami_social_stratum_sisben
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
Not classified by SISBEN
101,976
50%
13.9
Level 1
47,424
23%
13.2
Level 2
40,248
20%
13.0
Level 3
10,303
5%
13.5
Unknown
1,822
<1%
14.3
Other level SISBEN
1,623
<1%
13.5
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fami_social_stratum_sisben
PROVIDES INFORMATION ON...
your_student
1.00
cole_nature
0.24
your_tuition
0.16
cole_calendar
0.15
fami_house_floor
0.15
fami_internet
0.14
fami_washer
0.14
fami_housing_stratum
0.14
fami_monthly_family_income
0.14
fami_microwave
0.13
fami_oven
0.11
fami_computer
0.11
fami_automobile
0.11
your_prgm_academic_level
0.08

THESE FEATURES
GIVE INFORMATION
ON fami_social_stratum_sisben:
fami_monthly_family_income
0.19
fami_housing_stratum
0.19
your_tuition
0.16
cole_nature
0.13
fami_house_floor
0.10
your_tuition_cost_university
0.10
fami_father_education
0.09
score_english_saber_11_category
0.09
fami_mother_education
0.08
cole_dept_location
0.08
your_dept_resides
0.08
fami_oven
0.08
fami_microwave
0.07
group_reference
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fami_social_stratum_sisben
CORRELATION RATIO WITH...
cole_saber_11_icfes_dane
0.44
cole_dane_code_campus
0.44
score_english_saber_11
0.43
score_english_saber_pro
0.41
score_language_saber_pro
0.35
score_social_science_saber_pro
0.34
score_math_saber_pro
0.34
score_language_saber_11
0.33
score_writing_saber_pro
0.31
score_mathematics_saber_11
0.30
score_chemistry_saber_11
0.29
score_biology_saber_11
0.27
score_social_science_saber_11
0.27
period
0.25
fami_house_members
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
Four
73,969
36%
13.7
Five
47,470
23%
13.5
Three
36,389
18%
13.6
Six
19,250
9%
13.5
Two
9,885
5%
13.7
Seven
7,836
4%
13.4
Eight
3,902
2%
13.4
Nine
1,704
<1%
13.9
Ten
1,174
<1%
12.9
Twelve or more
910
<1%
13.3
Eleven
541
<1%
12.9
One
366
<1%
14.2
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fami_house_members
PROVIDES INFORMATION ON...
your_student
1.00
fami_house_rooms
0.13
your_nationality
0.04
your_country_resides
0.04
fami_social_stratum_sisben
0.02
cole_nature
0.02
fami_computer
0.01
fami_house_floor
0.01
your_tuition
0.01
fami_internet
0.01
cole_calendar
0.01
your_prgm_method
0.01
fami_housing_stratum
0.01
fami_automobile
0.01

THESE FEATURES
GIVE INFORMATION
ON fami_house_members:
fami_house_rooms
0.10
fami_social_stratum_sisben
0.02
fami_housing_stratum
0.01
your_tuition
0.01
fami_monthly_family_income
0.01
your_dept_resides
0.01
fami_mother_education
0.01
cole_dept_location
0.01
your_tuition_cost_university
0.01
your_prgm_department
0.01
fami_father_education
0.01
cole_nature
0.01
fami_house_floor
0.01
your_inst_department
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fami_house_members
CORRELATION RATIO WITH...
score_english_saber_pro
0.14
cole_saber_11_icfes_dane
0.14
cole_dane_code_campus
0.14
score_english_saber_11
0.14
score_social_science_saber_pro
0.13
score_language_saber_pro
0.12
score_math_saber_pro
0.12
score_language_saber_11
0.11
score_writing_saber_pro
0.11
score_social_science_saber_11
0.10
score_biology_saber_11
0.10
score_mathematics_saber_11
0.09
score_chemistry_saber_11
0.09
period
0.09
fami_house_rooms
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
Three
96,373
47%
13.7
Two
60,975
30%
13.3
Four
30,101
15%
13.7
Five
7,537
4%
13.6
One
4,750
2%
13.2
Six
2,203
1%
13.6
Seven
760
<1%
13.6
Eight
376
<1%
12.9
Ten or more
178
<1%
11.3
Nine
143
<1%
12.3
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fami_house_rooms
PROVIDES INFORMATION ON...
your_student
1.00
fami_house_members
0.10
fami_washer
0.03
your_nationality
0.03
your_country_resides
0.03
fami_microwave
0.02
fami_house_floor
0.02
fami_social_stratum_sisben
0.02
fami_monthly_family_income
0.02
fami_automobile
0.02
fami_oven
0.02
fami_dvd
0.02
fami_internet
0.02
cole_nature
0.02

THESE FEATURES
GIVE INFORMATION
ON fami_house_rooms:
fami_house_members
0.13
fami_monthly_family_income
0.03
fami_social_stratum_sisben
0.02
fami_housing_stratum
0.01
fami_washer
0.01
fami_house_floor
0.01
fami_microwave
0.01
fami_oven
0.01
fami_automobile
0.01
your_tuition
0.01
your_tuition_cost_university
0.01
fami_father_education
0.01
cole_nature
0.01
fami_mother_education
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fami_house_rooms
CORRELATION RATIO WITH...
cole_saber_11_icfes_dane
0.12
cole_dane_code_campus
0.12
score_english_saber_pro
0.12
score_english_saber_11
0.12
score_math_saber_pro
0.10
score_language_saber_pro
0.10
score_social_science_saber_pro
0.10
score_writing_saber_pro
0.09
score_mathematics_saber_11
0.08
score_language_saber_11
0.08
inst_institution_code
0.07
score_chemistry_saber_11
0.07
period
0.07
score_physics_saber_11
0.07
fami_house_floor
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
Polished wood, tile, tablet, marble, carpet
131,718
65%
13.6
Cement, gravel, brick
60,013
30%
13.5
Rough wood, board, plank
8,291
4%
13.8
Dirt, sand
3,374
2%
14.1
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fami_house_floor
PROVIDES INFORMATION ON...
your_student
1.00
fami_washer
0.13
cole_nature
0.11
fami_social_stratum_sisben
0.10
fami_internet
0.09
fami_microwave
0.08
fami_monthly_family_income
0.07
your_tuition
0.07
fami_computer
0.07
cole_calendar
0.06
fami_housing_stratum
0.06
fami_oven
0.06
fami_dvd
0.06
fami_automobile
0.06

THESE FEATURES
GIVE INFORMATION
ON fami_house_floor:
fami_monthly_family_income
0.15
fami_social_stratum_sisben
0.15
fami_housing_stratum
0.12
your_tuition
0.11
cole_nature
0.09
fami_washer
0.08
cole_dept_location
0.07
your_tuition_cost_university
0.07
your_dept_resides
0.07
fami_microwave
0.07
score_english_saber_11_category
0.06
fami_father_education
0.06
fami_mother_education
0.06
fami_oven
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fami_house_floor
CORRELATION RATIO WITH...
score_english_saber_11
0.30
cole_saber_11_icfes_dane
0.27
cole_dane_code_campus
0.27
score_english_saber_pro
0.27
score_language_saber_11
0.24
score_language_saber_pro
0.22
score_social_science_saber_pro
0.22
score_math_saber_pro
0.21
score_mathematics_saber_11
0.21
score_chemistry_saber_11
0.20
score_writing_saber_pro
0.19
score_biology_saber_11
0.19
score_social_science_saber_11
0.19
score_philosophy_saber_11
0.18
fami_washer
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
Si
160,096
79%
13.5
No
43,300
21%
13.7
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fami_washer
PROVIDES INFORMATION ON...
your_student
1.00
fami_microwave
0.11
fami_dvd
0.09
fami_house_floor
0.08
fami_internet
0.07
cole_nature
0.07
fami_social_stratum_sisben
0.06
fami_oven
0.06
fami_monthly_family_income
0.06
fami_computer
0.05
fami_automobile
0.04
your_tuition
0.04
cole_calendar
0.03
fami_housing_stratum
0.03

THESE FEATURES
GIVE INFORMATION
ON fami_washer:
fami_monthly_family_income
0.19
fami_social_stratum_sisben
0.14
fami_microwave
0.14
fami_house_floor
0.13
your_tuition
0.11
fami_housing_stratum
0.10
fami_oven
0.10
fami_dvd
0.09
cole_nature
0.09
your_tuition_cost_university
0.08
cole_dept_location
0.08
fami_mother_education
0.07
fami_father_education
0.07
your_dept_resides
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fami_washer
CORRELATION RATIO WITH...
score_english_saber_11
0.22
score_english_saber_pro
0.22
cole_saber_11_icfes_dane
0.20
cole_dane_code_campus
0.20
score_language_saber_pro
0.18
score_math_saber_pro
0.18
score_social_science_saber_pro
0.18
score_language_saber_11
0.16
score_writing_saber_pro
0.16
score_mathematics_saber_11
0.14
score_chemistry_saber_11
0.13
score_biology_saber_11
0.13
period
0.13
score_social_science_saber_11
0.12
fami_microwave
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
No
117,757
58%
13.4
Si
85,639
42%
13.7
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fami_microwave
PROVIDES INFORMATION ON...
your_student
1.00
fami_washer
0.14
cole_nature
0.11
fami_dvd
0.10
fami_oven
0.09
cole_calendar
0.08
your_tuition
0.08
fami_social_stratum_sisben
0.07
fami_automobile
0.07
fami_internet
0.07
fami_monthly_family_income
0.07
fami_house_floor
0.07
fami_housing_stratum
0.06
fami_computer
0.05

THESE FEATURES
GIVE INFORMATION
ON fami_microwave:
fami_monthly_family_income
0.17
your_tuition
0.15
fami_housing_stratum
0.14
fami_social_stratum_sisben
0.13
cole_nature
0.11
fami_oven
0.11
your_tuition_cost_university
0.11
fami_washer
0.11
fami_dvd
0.08
fami_house_floor
0.08
fami_automobile
0.08
fami_father_education
0.08
fami_mother_education
0.08
score_english_saber_11_category
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fami_microwave
CORRELATION RATIO WITH...
score_english_saber_11
0.33
cole_saber_11_icfes_dane
0.30
cole_dane_code_campus
0.30
score_english_saber_pro
0.29
score_language_saber_pro
0.23
score_social_science_saber_pro
0.23
score_math_saber_pro
0.22
score_language_saber_11
0.21
score_writing_saber_pro
0.21
score_mathematics_saber_11
0.20
score_chemistry_saber_11
0.18
score_physics_saber_11
0.17
score_biology_saber_11
0.16
score_social_science_saber_11
0.16
fami_oven
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
Si
109,004
54%
13.7
No
84,213
41%
13.3
Unknown
10,179
5%
14.6
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fami_oven
PROVIDES INFORMATION ON...
your_student
1.00
cole_calendar
0.26
fami_microwave
0.11
fami_washer
0.10
cole_nature
0.09
fami_social_stratum_sisben
0.08
fami_dvd
0.07
fami_monthly_family_income
0.07
your_tuition
0.07
fami_house_floor
0.06
fami_automobile
0.05
cole_bilingual
0.05
fami_internet
0.05
fami_housing_stratum
0.04

THESE FEATURES
GIVE INFORMATION
ON fami_oven:
fami_monthly_family_income
0.14
fami_social_stratum_sisben
0.11
your_tuition
0.10
cole_calendar
0.09
fami_microwave
0.09
fami_housing_stratum
0.08
cole_nature
0.07
your_tuition_cost_university
0.06
fami_washer
0.06
fami_house_floor
0.06
score_english_saber_11_category
0.05
cole_dept_location
0.05
fami_father_education
0.05
fami_dvd
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fami_oven
CORRELATION RATIO WITH...
cole_saber_11_icfes_dane
0.31
cole_dane_code_campus
0.31
score_english_saber_11
0.29
score_english_saber_pro
0.22
score_language_saber_11
0.19
score_mathematics_saber_11
0.17
score_language_saber_pro
0.17
score_physics_saber_11
0.17
score_social_science_saber_pro
0.16
score_math_saber_pro
0.16
period
0.15
score_philosophy_saber_11
0.15
score_writing_saber_pro
0.15
score_chemistry_saber_11
0.15
fami_dvd
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
Si
150,369
74%
13.5
No
53,027
26%
13.7
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fami_dvd
PROVIDES INFORMATION ON...
your_student
1.00
fami_washer
0.09
fami_microwave
0.08
fami_oven
0.05
fami_house_floor
0.04
cole_nature
0.03
fami_monthly_family_income
0.03
cole_calendar
0.03
fami_social_stratum_sisben
0.03
fami_internet
0.03
fami_automobile
0.02
your_tuition
0.02
fami_computer
0.02
fami_housing_stratum
0.02

THESE FEATURES
GIVE INFORMATION
ON fami_dvd:
fami_microwave
0.10
fami_monthly_family_income
0.10
fami_washer
0.09
fami_oven
0.07
fami_social_stratum_sisben
0.06
fami_house_floor
0.06
your_tuition
0.05
cole_dept_location
0.04
fami_housing_stratum
0.04
cole_nature
0.04
your_dept_resides
0.04
your_tuition_cost_university
0.04
fami_automobile
0.03
your_prgm_department
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fami_dvd
CORRELATION RATIO WITH...
score_english_saber_11
0.18
cole_saber_11_icfes_dane
0.16
cole_dane_code_campus
0.16
score_english_saber_pro
0.12
score_language_saber_11
0.11
score_mathematics_saber_11
0.10
score_chemistry_saber_11
0.09
score_biology_saber_11
0.08
score_physics_saber_11
0.08
score_philosophy_saber_11
0.08
score_language_saber_pro
0.08
cole_municipality_code_location
0.08
score_social_science_saber_pro
0.08
cole_dept_code_location
0.08
fami_monthly_family_income
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
Between 1 and less than 2 SMLV
74,976
37%
12.8
Between 2 and less than 3 SMLV
39,293
19%
13.3
Less than 1 SMLV
31,141
15%
13.9
Between 3 and less than 5 SMLV
26,548
13%
14.2
Between 5 and less than 7 SMLV
11,345
6%
14.7
10 or more SMLV
7,891
4%
14.3
Unknown
7,798
4%
15.3
Between 7 and less than 10 SMLV
4,404
2%
14.9
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fami_monthly_family_income
PROVIDES INFORMATION ON...
your_student
1.00
cole_calendar
0.30
cole_nature
0.25
your_tuition
0.22
fami_washer
0.19
fami_social_stratum_sisben
0.19
fami_microwave
0.17
fami_automobile
0.15
fami_house_floor
0.15
fami_internet
0.14
fami_housing_stratum
0.14
fami_oven
0.14
cole_bilingual
0.12
score_english_saber_11_category
0.11

THESE FEATURES
GIVE INFORMATION
ON fami_monthly_family_income:
your_tuition
0.16
fami_social_stratum_sisben
0.14
fami_housing_stratum
0.13
your_tuition_cost_university
0.11
cole_nature
0.10
fami_father_education
0.10
score_english_saber_11_category
0.09
fami_mother_education
0.09
fami_house_floor
0.07
fami_automobile
0.07
fami_microwave
0.07
fami_oven
0.07
group_reference
0.06
cole_journey
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fami_monthly_family_income
CORRELATION RATIO WITH...
score_english_saber_11
0.58
cole_saber_11_icfes_dane
0.46
cole_dane_code_campus
0.46
score_english_saber_pro
0.45
score_language_saber_11
0.38
score_mathematics_saber_11
0.38
score_chemistry_saber_11
0.36
score_language_saber_pro
0.36
score_math_saber_pro
0.36
score_social_science_saber_pro
0.36
score_physics_saber_11
0.34
score_philosophy_saber_11
0.32
score_writing_saber_pro
0.32
score_biology_saber_11
0.32
your_currently_working
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
No
195,117
96%
13.6
Yes, less than 20 hours a week
5,331
3%
12.6
Yes, 20 hours or more per week
2,948
1%
12.9
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
your_currently_working
PROVIDES INFORMATION ON...
your_student
1.00
fami_is_the_head_family
0.02
your_marital_status
0.01
cole_journey
0.01
fami_econ_dependents
0.01
cole_calendar
0.00
your_tuition
0.00
your_prgm_method
0.00
your_nationality
0.00
your_country_resides
0.00
your_tuition_pymt_yourself
0.00
your_prgm_academic_level
0.00
fami_internet
0.00
score_english_saber_11_category
0.00

THESE FEATURES
GIVE INFORMATION
ON your_currently_working:
cole_journey
0.05
your_tuition
0.03
fami_mother_education
0.02
fami_father_education
0.02
score_english_saber_11_category
0.02
fami_econ_dependents
0.02
group_reference
0.02
fami_monthly_family_income
0.02
fami_is_the_head_family
0.02
your_tuition_cost_university
0.01
fami_social_stratum_sisben
0.01
your_undergraduate_core
0.01
inst_character_academic
0.01
fami_num_books
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_currently_working
CORRELATION RATIO WITH...
score_english_saber_pro
0.08
score_english_saber_11
0.08
score_language_saber_pro
0.08
score_social_science_saber_pro
0.07
score_math_saber_pro
0.07
score_chemistry_saber_11
0.07
score_language_saber_11
0.07
score_writing_saber_pro
0.07
score_biology_saber_11
0.07
score_philosophy_saber_11
0.06
score_social_science_saber_11
0.06
score_mathematics_saber_11
0.06
period
0.06
score_physics_saber_11
0.05
your_background
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
No
182,068
90%
13.6
Si
21,328
10%
13.6
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
your_background
PROVIDES INFORMATION ON...
your_student
1.00
your_nationality
0.01
your_country_resides
0.01
your_marital_status
0.00
your_state_research
0.00
cole_area_location
0.00
fami_econ_dependents
0.00
your_foreigner
0.00
your_undergraduate_core
0.00
your_high_school_degree
0.00
your_inst_department
0.00
cole_dept_location
0.00
your_area_residse
0.00
fami_mother_occupation
0.00

THESE FEATURES
GIVE INFORMATION
ON your_background:
your_undergraduate_core
0.00
your_nationality
0.00
your_country_resides
0.00
cole_dept_location
0.00
group_reference
0.00
your_dept_resides
0.00
your_inst_department
0.00
fami_mother_occupation
0.00
your_prgm_department
0.00
fami_father_education
0.00
fami_econ_dependents
0.00
fami_housing_stratum
0.00
cole_journey
0.00
your_high_school_degree
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_background
CORRELATION RATIO WITH...
cole_saber_11_icfes_code
0.01
score_chemistry_saber_11
0.01
score_language_saber_11
0.00
score_language_saber_pro
0.00
score_social_science_saber_pro
0.00
score_social_science_saber_11
0.00
score_philosophy_saber_11
0.00
score_physics_saber_11
0.00
cole_dane_code_campus
0.00
score_math_saber_pro
0.00
period
0.00
cole_saber_11_icfes_dane
0.00
score_biology_saber_11
0.00
score_writing_saber_pro
0.00
cole_saber_11_icfes_code
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
score_mathematics_saber_11
-0.10
score_english_saber_11
-0.10
score_chemistry_saber_11
-0.10
score_biology_saber_11
-0.09
score_language_saber_11
-0.09
score_social_science_saber_11
-0.09
score_philosophy_saber_11
-0.08
score_physics_saber_11
-0.08
cole_saber_11_icfes_dane
0.05
cole_dane_code_campus
0.05
score_english_saber_pro
-0.05
score_math_saber_pro
-0.04
score_language_saber_pro
-0.04
score_social_science_saber_pro
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cole_bilingual
0.44
cole_type
0.21
your_tuition
0.19
cole_journey
0.17
cole_character
0.16
cole_dept_location
0.16
your_high_school_degree
0.14
cole_area_location
0.14
fami_monthly_family_income
0.14
your_dept_resides
0.14
your_prgm_department
0.13
fami_social_stratum_sisben
0.13
your_inst_department
0.12
fami_housing_stratum
0.12
MOST FREQUENT VALUES
0.0
9,584
4.7%
9110.0
642
0.3%
59.0
591
0.3%
786.0
342
0.2%
19893.0
310
0.2%
27102.0
285
0.1%
1073.0
264
0.1%
15388.0
245
0.1%
19810.0
232
0.1%
21899.0
232
0.1%
72934.0
229
0.1%
4754.0
229
0.1%
37093.0
221
0.1%
14282.0
219
0.1%
17293.0
218
0.1%
SMALLEST VALUES
0.0
9,584
4.7%
3.0
3
<0.1%
18.0
9
<0.1%
59.0
591
0.3%
75.0
18
<0.1%
83.0
26
<0.1%
91.0
102
<0.1%
125.0
78
<0.1%
141.0
110
<0.1%
174.0
108
<0.1%
182.0
136
<0.1%
190.0
94
<0.1%
208.0
81
<0.1%
216.0
7
<0.1%
232.0
26
<0.1%
LARGEST VALUES
179358.0
29
<0.1%
179226.0
11
<0.1%
177766.0
5
<0.1%
177469.0
18
<0.1%
177196.0
1
<0.1%
176412.0
3
<0.1%
176305.0
1
<0.1%
176297.0
1
<0.1%
176289.0
5
<0.1%
176248.0
1
<0.1%
176131.0
1
<0.1%
176040.0
1
<0.1%
175992.0
8
<0.1%
175919.0
1
<0.1%
175885.0
1
<0.1%
cole_saber_11_icfes_dane
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
cole_dane_code_campus
1.00
score_english_saber_11
0.37
score_english_saber_pro
0.34
score_language_saber_pro
0.27
score_math_saber_pro
0.27
score_social_science_saber_pro
0.26
score_writing_saber_pro
0.25
score_language_saber_11
0.24
score_mathematics_saber_11
0.23
score_chemistry_saber_11
0.22
score_physics_saber_11
0.21
score_biology_saber_11
0.20
score_philosophy_saber_11
0.19
inst_institution_code
-0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cole_nature
0.86
your_tuition
0.79
cole_journey
0.50
fami_monthly_family_income
0.46
fami_social_stratum_sisben
0.44
your_tuition_cost_university
0.43
fami_housing_stratum
0.43
cole_character
0.39
score_english_saber_11_category
0.37
cole_calendar
0.37
fami_father_education
0.35
fami_mother_education
0.35
fami_automobile
0.33
group_reference
0.32
MOST FREQUENT VALUES
311001022464.0
6,868
3.4%
311000989696.0
6,238
3.1%
376001003520.0
5,248
2.6%
305001005056.0
4,803
2.4%
111001010176.0
4,556
2.2%
311848009728.0
4,460
2.2%
311001088000.0
3,970
2.0%
308001013760.0
3,719
1.8%
311769006080.0
3,491
1.7%
311001055232.0
2,997
1.5%
105001000960.0
2,661
1.3%
108001001472.0
2,660
1.3%
111001018368.0
2,581
1.3%
313001017344.0
2,288
1.1%
311001120768.0
2,170
1.1%
SMALLEST VALUES
0.0
64
<0.1%
31100100608.0
1
<0.1%
31900100608.0
2
<0.1%
105001000960.0
2,661
1.3%
105001009152.0
1,084
0.5%
105001017344.0
736
0.4%
105001025536.0
331
0.2%
105002000384.0
42
<0.1%
105003999232.0
3
<0.1%
105020997632.0
5
<0.1%
105030000640.0
48
<0.1%
105031000064.0
62
<0.1%
105033998336.0
97
<0.1%
105035997184.0
1
<0.1%
105037996032.0
14
<0.1%
LARGEST VALUES
854873997312.0
2
<0.1%
847001026560.0
53
<0.1%
818001084416.0
3
<0.1%
625269014528.0
48
<0.1%
568432001024.0
3
<0.1%
568001036288.0
1
<0.1%
554001301504.0
25
<0.1%
540110356480.0
2
<0.1%
537610911744.0
1
<0.1%
525843005440.0
5
<0.1%
519142014976.0
2
<0.1%
519001014272.0
24
<0.1%
499000999936.0
10
<0.1%
495001010176.0
9
<0.1%
486865010688.0
1
<0.1%
cole_saber_11_icfes_name
MISSING:
---
652
<1%
-
-
INST EDUC CEFA
499
<1%
-
-
COL LA SALLE
423
<1%
-
-
LIC SALAZAR Y HERRERA
414
<1%
-
-
COLEGIO DE LA UNIVERSIDAD PONTIFICIA BOLIVARIANA
347
<1%
-
-
INST EDUC INEM JOSE FELIX DE RESTREPO
338
<1%
-
-
COLEGIO LA MERCED (IED)
334
<1%
-
-
COL CLARETIANO
321
<1%
-
-
COL CAFAM
320
<1%
-
-
CASD HERMOGENES MAZA
307
<1%
-
-
FUND INST TECNOLOGICO DEL SUR
291
<1%
-
-
CIUDAD ESCOLAR DE COMFENALCO
289
<1%
-
-
INST EDUC SAN SIMON
287
<1%
-
-
INST EDUC LICEO NACIONAL
286
<1%
-
-
COL CALASANZ
267
<1%
-
-
INEM LUIS LOPEZ DE MESA
264
<1%
-
-
COL. MILITAR ALMIRANTE COLON
256
<1%
-
-
COLEGIO DEL SAGRADO CORAZON
255
<1%
-
-
INSTITUCION EDUCATIVA NORMAL SUPERIOR DE SINCELEJO
253
<1%
-
-
ESCUELA NORMAL SUPERIOR
246
<1%
-
-
INSTITUCION EDUCATIVA SOLEDAD ACOSTA DE SAMPER
245
<1%
-
-
INSTITUCION EDUCATIVA FRANCISCO JOSE DE CALDAS
240
<1%
-
-
COLEGIO DE BOYACA
232
<1%
-
-
I.E.M. CIUDAD DE PASTO
232
<1%
-
-
COL SAN BARTOLOME LA MERCED
232
<1%
-
-
COL ANGLO AMERICANO
232
<1%
-
-
COLEGIO LICEO FEMENINO MERCEDES NARIÑO (IED)
230
<1%
-
-
COLEGIO COLSUBSIDIO CIUDADELA
227
<1%
-
-
INST TEC MERCEDES ABREGO
226
<1%
-
-
COL EL MINUTO DE DIOS
224
<1%
-
-
COLEGIO DE LA PRESENTACION
223
<1%
-
-
CENT EDUC DE NSTRA SRA DE LA PAZ
223
<1%
-
-
NORMAL SUPERIOR
223
<1%
-
-
IE ESCUELA NORMAL SUPERIOR DE BUCARAMANGA
219
<1%
-
-
IE CASD SIMON BOLIVAR
219
<1%
-
-
COL CHAMPAGNAT
218
<1%
-
-
INST EDUC TEC SAGRADA FAMILIA
218
<1%
-
-
COLEGIO SAN ANTONIO MARIA CLARET
217
<1%
-
-
COL DE NSTRA SRA DEL ROSARIO
215
<1%
-
-
COL SAGRADO CORAZON DE JESUS
214
<1%
-
-
COL SAN JOSE
214
<1%
-
-
COLEGIO INEM FRANCISCO DE PAULA SANTANDER (IED)
212
<1%
-
-
COL SAN CARLOS
207
<1%
-
-
LICEO PANAMERICANO
207
<1%
-
-
LICEO DE SANTA LIBRADA
207
<1%
-
-
COLEGIO NACIONAL NICOLAS ESGUERRA (IED)
206
<1%
-
-
COLEGIO FRANCISCANO DE FRAY DAMIAN GONZALEZ
205
<1%
-
-
IED LAURA VICUNA
203
<1%
-
-
IE SAN VICENTE
200
<1%
-
-
COLEGIO AMERICANO DE BARRANQUILLA
198
<1%
-
-
COLEGIO DE INGLATERRA (THE ENGLISH SCHOOL)
197
<1%
-
-
IE NUESTRA SEÑORA DEL PILAR
196
<1%
-
-
INSTITUCION EDUCATIVA POLITECNICO DE SOLEDAD
195
<1%
-
-
COLEGIO CLARETIANO SANTA DOROTEA
195
<1%
-
-
COLEGIO COLON
194
<1%
-
-
COL AGUSTINIANO NORTE
193
<1%
-
-
COL DE LA SALLE
192
<1%
-
-
COLEGIO COMFANDI EL PRADO
192
<1%
-
-
COL ANGLO COLOMBIANO
186
<1%
-
-
IE INEM FELIPE PEREZ
185
<1%
-
-
COL SALESIANO DE LEON XIII
188,254
93%
-
-
(Other)
cole_type
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
MIXED
182,233
90%
13.5
FEMALE
16,678
8%
13.7
MALE
4,485
2%
14.7
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
cole_type
PROVIDES INFORMATION ON...
your_student
1.00
your_gender
0.07
your_tuition
0.03
cole_nature
0.02
cole_main_campus
0.02
fami_social_stratum_sisben
0.02
fami_internet
0.02
cole_bilingual
0.01
cole_journey
0.01
your_prgm_method
0.01
fami_microwave
0.01
fami_house_floor
0.01
fami_housing_stratum
0.01
fami_automobile
0.01

THESE FEATURES
GIVE INFORMATION
ON cole_type:
your_gender
0.12
your_tuition
0.08
cole_dept_location
0.07
fami_social_stratum_sisben
0.06
your_dept_resides
0.05
fami_housing_stratum
0.05
fami_monthly_family_income
0.05
score_english_saber_11_category
0.04
your_prgm_department
0.04
your_tuition_cost_university
0.04
cole_nature
0.04
cole_journey
0.04
fami_mother_education
0.04
fami_father_education
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cole_type
CORRELATION RATIO WITH...
cole_saber_11_icfes_code
0.21
score_english_saber_11
0.18
score_english_saber_pro
0.16
score_mathematics_saber_11
0.14
score_language_saber_11
0.14
score_chemistry_saber_11
0.14
score_language_saber_pro
0.14
score_social_science_saber_pro
0.13
score_math_saber_pro
0.13
score_writing_saber_pro
0.13
cole_saber_11_icfes_dane
0.13
cole_dane_code_campus
0.13
score_social_science_saber_11
0.12
score_philosophy_saber_11
0.12
cole_nature
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
OFFICIAL
116,198
57%
13.3
NOT OFFICIAL
87,198
43%
13.8
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
cole_nature
PROVIDES INFORMATION ON...
your_student
1.00
your_tuition
0.40
cole_calendar
0.25
cole_journey
0.17
cole_character
0.14
fami_social_stratum_sisben
0.13
fami_microwave
0.11
fami_monthly_family_income
0.10
fami_automobile
0.10
cole_main_campus
0.09
fami_internet
0.09
fami_house_floor
0.09
fami_washer
0.09
fami_housing_stratum
0.09

THESE FEATURES
GIVE INFORMATION
ON cole_nature:
your_tuition
0.74
cole_journey
0.26
fami_monthly_family_income
0.25
fami_social_stratum_sisben
0.24
fami_housing_stratum
0.21
your_tuition_cost_university
0.20
cole_character
0.18
score_english_saber_11_category
0.15
fami_father_education
0.13
fami_mother_education
0.12
cole_calendar
0.11
fami_microwave
0.11
fami_automobile
0.11
fami_house_floor
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cole_nature
CORRELATION RATIO WITH...
cole_saber_11_icfes_dane
0.86
cole_dane_code_campus
0.85
score_english_saber_11
0.44
score_english_saber_pro
0.38
score_language_saber_pro
0.31
score_social_science_saber_pro
0.30
score_math_saber_pro
0.30
score_language_saber_11
0.30
score_mathematics_saber_11
0.28
score_writing_saber_pro
0.27
score_chemistry_saber_11
0.26
score_biology_saber_11
0.25
score_physics_saber_11
0.24
score_social_science_saber_11
0.23
cole_calendar
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
A
186,341
92%
13.5
B
16,515
8%
14.5
OTRO
540
<1%
13.1
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
cole_calendar
PROVIDES INFORMATION ON...
your_student
1.00
cole_bilingual
0.13
cole_nature
0.11
fami_oven
0.09
your_times_took_exam
0.09
your_tuition
0.08
fami_monthly_family_income
0.05
fami_housing_stratum
0.05
score_english_saber_11_category
0.04
fami_automobile
0.04
fami_social_stratum_sisben
0.04
fami_microwave
0.04
cole_journey
0.03
your_tuition_cost_university
0.03

THESE FEATURES
GIVE INFORMATION
ON cole_calendar:
your_tuition
0.32
fami_monthly_family_income
0.30
fami_oven
0.26
cole_nature
0.25
fami_housing_stratum
0.25
your_times_took_exam
0.22
cole_dept_location
0.22
score_english_saber_11_category
0.21
your_dept_resides
0.20
your_prgm_department
0.19
your_tuition_cost_university
0.19
cole_bilingual
0.18
your_inst_department
0.17
fami_social_stratum_sisben
0.15

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cole_calendar
CORRELATION RATIO WITH...
score_english_saber_11
0.40
cole_saber_11_icfes_dane
0.37
cole_dane_code_campus
0.36
score_language_saber_11
0.27
score_mathematics_saber_11
0.25
score_english_saber_pro
0.25
score_physics_saber_11
0.24
score_philosophy_saber_11
0.23
score_chemistry_saber_11
0.23
score_language_saber_pro
0.18
score_social_science_saber_pro
0.18
score_math_saber_pro
0.18
your_inst_department_code
0.16
your_inst_municipality_code
0.16
cole_bilingual
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
N
181,099
89%
13.5
UNKNOWN
14,785
7%
13.2
S
7,512
4%
14.5
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
cole_bilingual
PROVIDES INFORMATION ON...
your_student
1.00
cole_calendar
0.18
your_tuition
0.03
fami_monthly_family_income
0.03
score_english_saber_11_category
0.03
cole_area_location
0.03
cole_nature
0.03
fami_housing_stratum
0.02
fami_oven
0.02
cole_journey
0.02
your_times_took_exam
0.02
fami_microwave
0.02
cole_character
0.02
your_nationality
0.02

THESE FEATURES
GIVE INFORMATION
ON cole_bilingual:
cole_calendar
0.13
fami_monthly_family_income
0.12
your_tuition
0.11
score_english_saber_11_category
0.10
fami_housing_stratum
0.09
your_tuition_cost_university
0.08
fami_father_education
0.05
cole_journey
0.05
fami_mother_education
0.05
fami_oven
0.05
cole_nature
0.04
cole_character
0.04
your_times_took_exam
0.03
your_dept_resides
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cole_bilingual
CORRELATION RATIO WITH...
cole_saber_11_icfes_code
0.44
score_english_saber_11
0.34
score_mathematics_saber_11
0.20
score_language_saber_11
0.19
score_physics_saber_11
0.19
score_english_saber_pro
0.18
score_chemistry_saber_11
0.18
cole_saber_11_icfes_dane
0.18
cole_dane_code_campus
0.18
score_philosophy_saber_11
0.17
score_biology_saber_11
0.14
score_social_science_saber_11
0.13
score_math_saber_pro
0.12
score_social_science_saber_pro
0.12
cole_character
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
ACADEMIC
120,126
59%
13.5
TECHNICAL/ACADEMIC
63,858
31%
13.8
TECHNICAL
19,139
9%
13.0
DOES NOT APPLY
273
<1%
13.1
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
cole_character
PROVIDES INFORMATION ON...
your_student
1.00
your_high_school_degree
0.25
cole_nature
0.18
your_tuition
0.11
cole_calendar
0.06
cole_main_campus
0.05
cole_journey
0.04
cole_dept_location
0.04
fami_microwave
0.04
cole_bilingual
0.04
your_dept_resides
0.04
fami_social_stratum_sisben
0.03
fami_monthly_family_income
0.03
your_prgm_department
0.03

THESE FEATURES
GIVE INFORMATION
ON cole_character:
your_high_school_degree
0.20
your_tuition
0.15
cole_nature
0.14
cole_dept_location
0.12
your_dept_resides
0.10
your_prgm_department
0.09
fami_monthly_family_income
0.06
your_tuition_cost_university
0.05
fami_housing_stratum
0.05
cole_journey
0.05
fami_social_stratum_sisben
0.05
your_inst_department
0.05
score_english_saber_11_category
0.04
inst_origin
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cole_character
CORRELATION RATIO WITH...
cole_saber_11_icfes_dane
0.39
cole_dane_code_campus
0.39
score_english_saber_11
0.27
your_municipality_code_resides
0.26
cole_municipality_code_location
0.25
cole_dept_code_location
0.25
your_prgm_municipality_code
0.24
score_english_saber_pro
0.22
your_inst_municipality_code
0.17
score_language_saber_pro
0.17
your_inst_department_code
0.17
score_social_science_saber_pro
0.17
score_math_saber_pro
0.17
score_language_saber_11
0.16
cole_dane_code_campus
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
cole_saber_11_icfes_dane
1.00
score_english_saber_11
0.36
score_english_saber_pro
0.33
score_language_saber_pro
0.27
score_math_saber_pro
0.27
score_social_science_saber_pro
0.26
score_writing_saber_pro
0.24
score_language_saber_11
0.24
score_mathematics_saber_11
0.23
score_chemistry_saber_11
0.22
score_physics_saber_11
0.20
score_biology_saber_11
0.20
score_philosophy_saber_11
0.19
inst_institution_code
-0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cole_nature
0.85
your_tuition
0.79
cole_journey
0.50
fami_monthly_family_income
0.46
fami_social_stratum_sisben
0.44
your_tuition_cost_university
0.43
fami_housing_stratum
0.43
cole_character
0.39
cole_calendar
0.36
score_english_saber_11_category
0.36
fami_father_education
0.35
fami_mother_education
0.35
fami_automobile
0.33
group_reference
0.32
MOST FREQUENT VALUES
311001022464.0
6,829
3.4%
311000989696.0
6,239
3.1%
376001003520.0
5,248
2.6%
305001005056.0
4,803
2.4%
111001010176.0
4,472
2.2%
311848009728.0
4,460
2.2%
311001088000.0
3,981
2.0%
308001013760.0
3,729
1.8%
311769006080.0
3,491
1.7%
311001055232.0
2,997
1.5%
111001018368.0
2,683
1.3%
108001001472.0
2,650
1.3%
105001000960.0
2,636
1.3%
313001017344.0
2,288
1.1%
311001120768.0
2,170
1.1%
SMALLEST VALUES
0.0
48
<0.1%
31900100608.0
2
<0.1%
105001000960.0
2,636
1.3%
105001009152.0
1,083
0.5%
105001017344.0
773
0.4%
105001025536.0
323
0.2%
105002000384.0
42
<0.1%
105003999232.0
3
<0.1%
105020997632.0
5
<0.1%
105030000640.0
48
<0.1%
105031000064.0
62
<0.1%
105033998336.0
97
<0.1%
105035997184.0
1
<0.1%
105037996032.0
12
<0.1%
105040003072.0
17
<0.1%
LARGEST VALUES
854873997312.0
2
<0.1%
847001026560.0
56
<0.1%
818001084416.0
12
<0.1%
813430013952.0
5
<0.1%
625817026560.0
2
<0.1%
625269014528.0
60
<0.1%
568432001024.0
3
<0.1%
568001036288.0
1
<0.1%
554001301504.0
25
<0.1%
550350028800.0
9
<0.1%
540110356480.0
2
<0.1%
537610911744.0
1
<0.1%
525899005952.0
4
<0.1%
525843005440.0
5
<0.1%
519142014976.0
2
<0.1%
cole_name_campus
MISSING:
---
652
<1%
-
-
INST EDUC CEFA
499
<1%
-
-
COL LA SALLE
423
<1%
-
-
LIC SALAZAR Y HERRERA
414
<1%
-
-
COL DE LA UNIVERSIDAD PONTIFICIA BOLIVARIANA
377
<1%
-
-
COL CALASANZ
373
<1%
-
-
ESCUELA NORMAL SUPERIOR
356
<1%
-
-
COL CHAMPAGNAT
347
<1%
-
-
INST EDUC INEM JOSE FELIX DE RESTREPO
338
<1%
-
-
COL DIST LA MERCED
334
<1%
-
-
COL CLARETIANO
321
<1%
-
-
COL CAFAM
320
<1%
-
-
CASD HERMOGENES MAZA
291
<1%
-
-
CIUDAD ESCOLAR DE COMFENALCO
289
<1%
-
-
SEDE 1 SAN SIMON
287
<1%
-
-
SEDE 1 LICEO NACIONAL
267
<1%
-
-
INEM LUIS LOPEZ DE MESA
264
<1%
-
-
INSTITUTO TECNICO INDUSTRIAL
264
<1%
-
-
COL. MILITAR ALMIRANTE COLON
255
<1%
-
-
INSTITUCION EDUCATIVA NORMAL SUPERIOR DE SINCELEJO
246
<1%
-
-
INSTITUCION EDUCATIVA SOLEDAD ACOSTA DE SAMPER
246
<1%
-
-
COL SAGRADO CORAZON DE JESUS
241
<1%
-
-
COL SAN JOSE
240
<1%
-
-
COLEGIO DE BOYACA
232
<1%
-
-
COL ANGLO AMERICANO
232
<1%
-
-
LICEO FEM DE CUNDINAMARCA MERCEDES NARIÑO
232
<1%
-
-
COL SAN BARTOLOME LA MERCED
230
<1%
-
-
COLEGIO COLSUBSIDIO CIUDADELA - SEDE PRINCIPAL
230
<1%
-
-
I.E.M. CIUDAD DE PASTO - SEDE PRINCIPAL
227
<1%
-
-
INST TEC MERCEDES ABREGO
226
<1%
-
-
COL EL MINUTO DE DIOS
224
<1%
-
-
COLEGIO DE LA PRESENTACION
223
<1%
-
-
NORMAL SUPERIOR
223
<1%
-
-
IE ESCUELA NORMAL SUPERIOR DE BUCARAMANGA SEDE C
223
<1%
-
-
CENT EDUC DE NSTRA SRA DE LA PAZ
219
<1%
-
-
CASD SIMON BOLIVAR
218
<1%
-
-
COLEGIO SAN ANTONIO MARIA CLARET
217
<1%
-
-
COL DE NSTRA SRA DEL ROSARIO
214
<1%
-
-
INEM FRANCISCO DE PAULA SANTANDER
214
<1%
-
-
SEDE 01 LA SAGRADA FAMILIA
207
<1%
-
-
LICEO PANAMERICANO
207
<1%
-
-
COL NAL NICOLAS ESGUERRA
207
<1%
-
-
LICEO DE SANTA LIBRADA
206
<1%
-
-
COLEGIO FRANCISCANO DE FRAY DAMIAN GONZALEZ
205
<1%
-
-
IED LAURA VICUNA
203
<1%
-
-
IE SAN VICENTE
202
<1%
-
-
JORGE ELIECER GAITAN
200
<1%
-
-
COL AMERICANO DE BARRANQUILLA
199
<1%
-
-
SAN JOSE
198
<1%
-
-
COLEGIO DE INGLATERRA (THE ENGLISH SCHOOL) - SEDE PRINCIPAL
197
<1%
-
-
COLEGIO LA PRESENTACION
196
<1%
-
-
I E POLITECNICO DE SOLEDAD
195
<1%
-
-
COL COLON
195
<1%
-
-
COLEGIO CLARETIANO SANTA DOROTEA
195
<1%
-
-
COL SAN FELIPE NERI
194
<1%
-
-
COL AGUSTINIANO NORTE
193
<1%
-
-
COL DE LA SALLE
192
<1%
-
-
COLEGIO COMFANDI EL PRADO
186
<1%
-
-
INEM FELIPE PEREZ
185
<1%
-
-
I E NUESTRA SE¾ORA DEL PILAR
185
<1%
-
-
COL SALESIANO DE LEON XIII
188,021
92%
-
-
(Other)
cole_main_campus
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
YES
201,007
99%
13.6
NO
2,389
1%
13.0
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
cole_main_campus
PROVIDES INFORMATION ON...
your_student
1.00
cole_nature
0.01
your_tuition
0.00
your_nationality
0.00
your_country_resides
0.00
cole_calendar
0.00
cole_character
0.00
cole_type
0.00
your_high_school_degree
0.00
cole_dept_location
0.00
cole_area_location
0.00
fami_social_stratum_sisben
0.00
your_dept_resides
0.00
your_prgm_department
0.00

THESE FEATURES
GIVE INFORMATION
ON cole_main_campus:
cole_nature
0.09
your_tuition
0.08
cole_dept_location
0.07
your_dept_resides
0.06
your_prgm_department
0.05
cole_character
0.05
your_inst_department
0.04
fami_social_stratum_sisben
0.03
fami_monthly_family_income
0.03
your_high_school_degree
0.03
your_tuition_cost_university
0.02
cole_type
0.02
fami_housing_stratum
0.02
score_english_saber_11_category
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cole_main_campus
CORRELATION RATIO WITH...
cole_saber_11_icfes_dane
0.07
cole_dane_code_campus
0.06
cole_municipality_code_location
0.06
cole_dept_code_location
0.06
your_municipality_code_resides
0.05
your_prgm_municipality_code
0.05
score_english_saber_11
0.04
cole_saber_11_icfes_code
0.04
score_english_saber_pro
0.04
your_inst_municipality_code
0.03
your_inst_department_code
0.03
score_language_saber_pro
0.03
score_social_science_saber_pro
0.03
score_math_saber_pro
0.03
cole_area_location
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
URBAN
187,411
92%
13.4
RURAL
15,985
8%
15.1
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
cole_area_location
PROVIDES INFORMATION ON...
your_student
1.00
your_area_residse
0.09
cole_bilingual
0.02
cole_calendar
0.02
fami_internet
0.02
cole_dept_location
0.01
fami_house_floor
0.01
fami_computer
0.01
fami_monthly_family_income
0.01
cole_type
0.01
fami_washer
0.01
your_nationality
0.01
your_country_resides
0.01
cole_main_campus
0.01

THESE FEATURES
GIVE INFORMATION
ON cole_area_location:
your_area_residse
0.19
cole_dept_location
0.11
fami_monthly_family_income
0.05
fami_housing_stratum
0.04
your_dept_resides
0.03
group_reference
0.03
your_tuition
0.03
fami_house_floor
0.03
cole_bilingual
0.03
fami_internet
0.03
your_prgm_department
0.02
your_undergraduate_core
0.02
fami_social_stratum_sisben
0.02
fami_father_education
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cole_area_location
CORRELATION RATIO WITH...
cole_dane_code_campus
0.17
cole_saber_11_icfes_dane
0.17
cole_saber_11_icfes_code
0.14
cole_municipality_code_location
0.06
cole_dept_code_location
0.06
score_optative_saber_11
0.06
target_career_minor
0.03
score_language_saber_pro
0.03
period
0.03
your_municipality_code_resides
0.03
score_social_science_saber_pro
0.03
score_math_saber_pro
0.03
score_language_saber_11
0.03
target_career_major
0.03
cole_journey
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
MORNING
99,958
49%
13.4
COMPLETE
72,478
36%
14.4
LATE
25,993
13%
12.2
NIGHT
2,808
1%
12.4
SATURDAYS
2,124
1%
12.3
SINGLE
35
<1%
12.7
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
cole_journey
PROVIDES INFORMATION ON...
your_student
1.00
cole_nature
0.26
your_tuition
0.16
cole_calendar
0.10
fami_monthly_family_income
0.06
fami_microwave
0.06
fami_social_stratum_sisben
0.06
score_english_saber_11_category
0.06
fami_automobile
0.06
cole_bilingual
0.05
your_currently_working
0.05
cole_character
0.05
your_marital_status
0.05
fami_housing_stratum
0.05

THESE FEATURES
GIVE INFORMATION
ON cole_journey:
your_tuition
0.19
cole_nature
0.17
fami_monthly_family_income
0.09
cole_dept_location
0.09
your_tuition_cost_university
0.08
your_dept_resides
0.08
score_english_saber_11_category
0.07
fami_housing_stratum
0.07
your_prgm_department
0.07
fami_social_stratum_sisben
0.06
fami_mother_education
0.05
fami_father_education
0.05
your_inst_department
0.04
group_reference
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cole_journey
CORRELATION RATIO WITH...
cole_saber_11_icfes_dane
0.50
cole_dane_code_campus
0.50
score_english_saber_11
0.40
score_english_saber_pro
0.32
score_mathematics_saber_11
0.28
score_language_saber_11
0.27
score_chemistry_saber_11
0.27
cole_municipality_code_location
0.27
cole_dept_code_location
0.27
score_math_saber_pro
0.26
score_language_saber_pro
0.26
your_municipality_code_resides
0.26
score_social_science_saber_pro
0.25
score_biology_saber_11
0.25
cole_municipality_code_location
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
cole_dept_code_location
1.00
your_municipality_code_resides
0.85
your_prgm_municipality_code
0.79
your_inst_department_code
0.65
your_inst_municipality_code
0.65
cole_dane_code_campus
0.14
cole_saber_11_icfes_dane
0.14
score_english_saber_11
-0.11
score_language_saber_11
-0.06
score_social_science_saber_11
-0.05
score_mathematics_saber_11
-0.05
score_biology_saber_11
-0.04
score_philosophy_saber_11
-0.04
score_optative_saber_11
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cole_dept_location
1.00
your_dept_resides
0.86
your_prgm_department
0.80
your_inst_department
0.67
cole_journey
0.27
cole_character
0.25
inst_origin
0.19
your_high_school_degree
0.15
fami_current_household_type
0.15
your_tuition_cost_university
0.15
fami_microwave
0.14
cole_calendar
0.14
fami_social_stratum_sisben
0.14
cole_nature
0.13
MOST FREQUENT VALUES
11001.0
50,954
25.1%
5001.0
9,849
4.8%
76001.0
9,594
4.7%
8001.0
7,503
3.7%
13001.0
4,760
2.3%
73001.0
3,799
1.9%
54001.0
3,579
1.8%
68001.0
3,419
1.7%
50001.0
2,691
1.3%
66001.0
2,689
1.3%
52001.0
2,278
1.1%
17001.0
2,151
1.1%
25754.0
2,129
1.0%
23001.0
2,128
1.0%
41001.0
2,107
1.0%
SMALLEST VALUES
5001.0
9,849
4.8%
5002.0
44
<0.1%
5004.0
3
<0.1%
5021.0
6
<0.1%
5030.0
56
<0.1%
5031.0
64
<0.1%
5034.0
157
<0.1%
5036.0
1
<0.1%
5038.0
14
<0.1%
5040.0
18
<0.1%
5042.0
52
<0.1%
5044.0
10
<0.1%
5045.0
387
0.2%
5051.0
28
<0.1%
5055.0
8
<0.1%
LARGEST VALUES
99773.0
13
<0.1%
99624.0
8
<0.1%
99524.0
15
<0.1%
99001.0
68
<0.1%
97001.0
19
<0.1%
95200.0
3
<0.1%
95025.0
27
<0.1%
95015.0
10
<0.1%
95001.0
230
0.1%
94343.0
2
<0.1%
94001.0
46
<0.1%
91540.0
1
<0.1%
91001.0
78
<0.1%
88564.0
27
<0.1%
88001.0
311
0.2%
cole_municipality_location
MISSING:
---
33,723
17%
-
-
BOGOTÁ D.C.
17,231
8%
-
-
BOGOTÁ, D.C.
9,831
5%
-
-
MEDELLÍN
9,594
5%
-
-
CALI
7,503
4%
-
-
BARRANQUILLA
4,712
2%
-
-
CARTAGENA DE INDIAS
3,793
2%
-
-
IBAGUÉ
3,579
2%
-
-
CÚCUTA
3,419
2%
-
-
BUCARAMANGA
2,691
1%
-
-
VILLAVICENCIO
2,689
1%
-
-
PEREIRA
2,278
1%
-
-
PASTO
2,151
1%
-
-
MANIZALES
2,129
1%
-
-
SOACHA
2,121
1%
-
-
MONTERÍA
2,107
1%
-
-
NEIVA
2,067
1%
-
-
SANTA MARTA
1,976
<1%
-
-
VALLEDUPAR
1,918
<1%
-
-
ARMENIA
1,845
<1%
-
-
POPAYÁN
1,786
<1%
-
-
SOLEDAD
1,730
<1%
-
-
SINCELEJO
1,563
<1%
-
-
ENVIGADO
1,546
<1%
-
-
CHÍA
1,524
<1%
-
-
BELLO
1,502
<1%
-
-
TUNJA
1,412
<1%
-
-
FLORIDABLANCA
1,280
<1%
-
-
PALMIRA
1,037
<1%
-
-
DUITAMA
1,036
<1%
-
-
BARRANCABERMEJA
976
<1%
-
-
SOGAMOSO
941
<1%
-
-
ITAGÜÍ
937
<1%
-
-
PUERTO COLOMBIA
910
<1%
-
-
TULUÁ
824
<1%
-
-
FUSAGASUGÁ
814
<1%
-
-
FLORENCIA
806
<1%
-
-
DOSQUEBRADAS
791
<1%
-
-
RIOHACHA
787
<1%
-
-
GIRARDOT
785
<1%
-
-
FACATATIVÁ
782
<1%
-
-
ZIPAQUIRÁ
747
<1%
-
-
MOSQUERA
702
<1%
-
-
QUIBDÓ
702
<1%
-
-
GUADALAJARA DE BUGA
692
<1%
-
-
RIONEGRO
689
<1%
-
-
YOPAL
673
<1%
-
-
OCAÑA
645
<1%
-
-
COTA
638
<1%
-
-
PIEDECUESTA
621
<1%
-
-
CARTAGO
572
<1%
-
-
FUNZA
551
<1%
-
-
MAICAO
541
<1%
-
-
BUENAVENTURA
489
<1%
-
-
CAJICÁ
487
<1%
-
-
GIRÓN
448
<1%
-
-
ESPINAL
442
<1%
-
-
PITALITO
436
<1%
-
-
SAHAGÚN
435
<1%
-
-
CALARCÁ
418
<1%
-
-
MADRID
51,342
25%
-
-
(Other)
cole_dept_code_location
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
cole_municipality_code_location
1.00
your_municipality_code_resides
0.85
your_prgm_municipality_code
0.79
your_inst_department_code
0.65
your_inst_municipality_code
0.65
cole_dane_code_campus
0.14
cole_saber_11_icfes_dane
0.14
score_english_saber_11
-0.11
score_language_saber_11
-0.05
score_social_science_saber_11
-0.05
score_mathematics_saber_11
-0.05
score_biology_saber_11
-0.04
score_philosophy_saber_11
-0.04
score_optative_saber_11
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cole_dept_location
1.00
your_dept_resides
0.86
your_prgm_department
0.80
your_inst_department
0.67
cole_journey
0.27
cole_character
0.25
inst_origin
0.19
your_high_school_degree
0.15
fami_current_household_type
0.15
your_tuition_cost_university
0.15
fami_microwave
0.14
cole_calendar
0.14
fami_social_stratum_sisben
0.14
cole_nature
0.13
MOST FREQUENT VALUES
11.0
50,954
25.1%
5.0
21,422
10.5%
76.0
16,470
8.1%
25.0
15,148
7.4%
8.0
11,668
5.7%
68.0
9,611
4.7%
13.0
6,908
3.4%
15.0
6,600
3.2%
73.0
6,482
3.2%
54.0
6,036
3.0%
23.0
5,120
2.5%
52.0
4,514
2.2%
41.0
4,425
2.2%
66.0
4,351
2.1%
17.0
4,233
2.1%
SMALLEST VALUES
5.0
21,422
10.5%
8.0
11,668
5.7%
11.0
50,954
25.1%
13.0
6,908
3.4%
15.0
6,600
3.2%
17.0
4,233
2.1%
18.0
1,206
0.6%
19.0
3,621
1.8%
20.0
3,304
1.6%
23.0
5,120
2.5%
25.0
15,148
7.4%
27.0
1,205
0.6%
41.0
4,425
2.2%
44.0
2,443
1.2%
47.0
3,400
1.7%
LARGEST VALUES
99.0
104
<0.1%
97.0
19
<0.1%
95.0
270
0.1%
94.0
48
<0.1%
91.0
79
<0.1%
88.0
338
0.2%
86.0
895
0.4%
85.0
1,439
0.7%
81.0
631
0.3%
76.0
16,470
8.1%
73.0
6,482
3.2%
70.0
3,215
1.6%
68.0
9,611
4.7%
66.0
4,351
2.1%
63.0
3,184
1.6%
cole_dept_location
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
BOGOTA
50,954
25%
13.0
ANTIOQUIA
21,422
11%
14.3
VALLE
16,470
8%
14.2
CUNDINAMARCA
15,148
7%
12.9
ATLANTICO
11,668
6%
13.1
SANTANDER
9,611
5%
14.0
BOLIVAR
6,908
3%
12.8
BOYACA
6,600
3%
13.8
TOLIMA
6,482
3%
12.9
NORTE SANTANDER
6,036
3%
12.7
CORDOBA
5,120
3%
14.0
NARIÑO
4,514
2%
15.2
HUILA
4,425
2%
12.8
RISARALDA
4,351
2%
13.4
CALDAS
4,233
2%
16.8
META
4,053
2%
11.8
CAUCA
3,621
2%
15.6
(Other)
21,780
11%
13.7
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
cole_dept_location
PROVIDES INFORMATION ON...
your_student
1.00
your_dept_resides
0.77
your_prgm_department
0.71
your_inst_department
0.60
cole_calendar
0.22
your_state_research
0.16
your_have_ethnicity
0.13
cole_character
0.12
fami_current_household_type
0.11
cole_area_location
0.11
your_nationality
0.10
your_country_resides
0.10
inst_origin
0.09
cole_nature
0.09

THESE FEATURES
GIVE INFORMATION
ON cole_dept_location:
your_dept_resides
0.72
your_prgm_department
0.64
your_inst_department
0.45
inst_origin
0.05
your_tuition_cost_university
0.04
cole_character
0.04
your_undergraduate_core
0.04
fami_social_stratum_sisben
0.04
cole_journey
0.03
group_reference
0.03
fami_housing_stratum
0.03
your_tuition
0.02
cole_calendar
0.02
fami_house_floor
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cole_dept_location
CORRELATION RATIO WITH...
cole_dept_code_location
1.00
cole_municipality_code_location
1.00
your_municipality_code_resides
0.87
your_prgm_municipality_code
0.82
your_inst_department_code
0.70
your_inst_municipality_code
0.70
cole_dane_code_campus
0.28
cole_saber_11_icfes_dane
0.28
score_english_saber_11
0.23
score_language_saber_11
0.19
score_chemistry_saber_11
0.17
score_mathematics_saber_11
0.16
score_social_science_saber_11
0.16
cole_saber_11_icfes_code
0.16
score_language_saber_11
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
score_social_science_saber_11
0.60
score_english_saber_11
0.60
score_chemistry_saber_11
0.57
score_biology_saber_11
0.56
score_mathematics_saber_11
0.54
score_philosophy_saber_11
0.53
score_physics_saber_11
0.49
score_language_saber_pro
0.46
score_english_saber_pro
0.46
score_social_science_saber_pro
0.45
score_math_saber_pro
0.43
score_writing_saber_pro
0.35
cole_saber_11_icfes_dane
0.24
cole_dane_code_campus
0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
score_english_saber_11_category
0.59
your_tuition
0.39
your_tuition_cost_university
0.38
fami_monthly_family_income
0.38
group_reference
0.36
fami_housing_stratum
0.35
fami_num_books
0.35
inst_character_academic
0.33
fami_social_stratum_sisben
0.33
fami_father_education
0.33
fami_mother_education
0.32
optative_category_saber_11
0.31
your_undergraduate_core
0.31
cole_nature
0.30
MOST FREQUENT VALUES
52.0
18,291
9.0%
50.0
17,797
8.7%
48.0
14,939
7.3%
53.0
11,643
5.7%
46.0
10,743
5.3%
54.0
9,828
4.8%
56.0
8,677
4.3%
55.0
8,498
4.2%
58.0
7,774
3.8%
44.0
7,406
3.6%
42.0
7,223
3.6%
57.0
6,843
3.4%
45.0
6,267
3.1%
47.0
6,245
3.1%
40.0
6,037
3.0%
SMALLEST VALUES
0.0
16
<0.1%
7.0
1
<0.1%
16.0
7
<0.1%
17.0
11
<0.1%
18.0
4
<0.1%
19.0
7
<0.1%
20.0
18
<0.1%
21.0
9
<0.1%
24.0
24
<0.1%
25.0
25
<0.1%
26.0
58
<0.1%
27.0
72
<0.1%
28.0
24
<0.1%
29.0
187
<0.1%
31.0
139
<0.1%
LARGEST VALUES
109.0
1
<0.1%
97.0
2
<0.1%
95.0
5
<0.1%
94.0
2
<0.1%
93.0
10
<0.1%
91.0
1
<0.1%
90.0
8
<0.1%
89.0
2
<0.1%
87.0
3
<0.1%
86.0
1
<0.1%
85.0
6
<0.1%
84.0
19
<0.1%
83.0
61
<0.1%
82.0
26
<0.1%
81.0
27
<0.1%
score_mathematics_saber_11
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
score_chemistry_saber_11
0.65
score_biology_saber_11
0.60
score_english_saber_11
0.59
score_physics_saber_11
0.57
score_social_science_saber_11
0.55
score_language_saber_11
0.54
score_philosophy_saber_11
0.48
score_math_saber_pro
0.47
score_english_saber_pro
0.43
score_language_saber_pro
0.41
score_social_science_saber_pro
0.40
score_writing_saber_pro
0.30
cole_saber_11_icfes_dane
0.23
cole_dane_code_campus
0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
score_english_saber_11_category
0.58
group_reference
0.41
your_tuition
0.39
fami_monthly_family_income
0.38
your_tuition_cost_university
0.38
your_undergraduate_core
0.37
optative_category_saber_11
0.37
fami_housing_stratum
0.34
fami_father_education
0.33
inst_character_academic
0.32
fami_num_books
0.32
fami_mother_education
0.32
fami_social_stratum_sisben
0.30
cole_nature
0.28
MOST FREQUENT VALUES
52.0
16,880
8.3%
49.0
15,902
7.8%
46.0
12,738
6.3%
55.0
11,593
5.7%
43.0
9,039
4.4%
58.0
8,287
4.1%
42.0
7,224
3.6%
45.0
5,975
2.9%
50.0
5,694
2.8%
39.0
5,562
2.7%
38.0
5,491
2.7%
61.0
5,324
2.6%
57.0
4,565
2.2%
62.0
4,289
2.1%
65.0
3,951
1.9%
SMALLEST VALUES
0.0
18
<0.1%
1.0
5
<0.1%
6.0
32
<0.1%
7.0
37
<0.1%
8.0
1
<0.1%
11.0
32
<0.1%
12.0
48
<0.1%
13.0
41
<0.1%
15.0
7
<0.1%
16.0
3
<0.1%
17.0
162
<0.1%
18.0
178
<0.1%
19.0
8
<0.1%
20.0
109
<0.1%
22.0
201
<0.1%
LARGEST VALUES
127.0
12
<0.1%
126.0
12
<0.1%
125.0
15
<0.1%
124.0
3
<0.1%
123.0
14
<0.1%
122.0
1
<0.1%
117.0
13
<0.1%
116.0
9
<0.1%
115.0
17
<0.1%
114.0
8
<0.1%
109.0
17
<0.1%
108.0
109
<0.1%
107.0
80
<0.1%
106.0
13
<0.1%
105.0
36
<0.1%
score_biology_saber_11
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
score_chemistry_saber_11
0.63
score_social_science_saber_11
0.60
score_mathematics_saber_11
0.60
score_language_saber_11
0.56
score_english_saber_11
0.55
score_physics_saber_11
0.54
score_philosophy_saber_11
0.50
score_math_saber_pro
0.43
score_language_saber_pro
0.42
score_english_saber_pro
0.41
score_social_science_saber_pro
0.41
score_writing_saber_pro
0.30
inst_institution_code
-0.21
cole_saber_11_icfes_dane
0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
score_english_saber_11_category
0.55
group_reference
0.37
optative_category_saber_11
0.34
your_tuition_cost_university
0.34
your_undergraduate_core
0.33
your_tuition
0.33
fami_monthly_family_income
0.32
inst_character_academic
0.31
fami_num_books
0.31
fami_father_education
0.29
fami_housing_stratum
0.29
fami_mother_education
0.29
fami_social_stratum_sisben
0.27
cole_journey
0.25
MOST FREQUENT VALUES
46.0
14,037
6.9%
48.0
13,955
6.9%
50.0
12,189
6.0%
44.0
10,849
5.3%
51.0
9,553
4.7%
52.0
9,385
4.6%
39.0
9,184
4.5%
53.0
8,733
4.3%
49.0
8,461
4.2%
54.0
8,152
4.0%
41.0
8,088
4.0%
55.0
7,596
3.7%
57.0
6,953
3.4%
43.0
6,757
3.3%
47.0
6,530
3.2%
SMALLEST VALUES
-1.0
1
<0.1%
0.0
3
<0.1%
9.0
1
<0.1%
10.0
1
<0.1%
12.0
1
<0.1%
13.0
1
<0.1%
14.0
11
<0.1%
15.0
23
<0.1%
16.0
1
<0.1%
17.0
2
<0.1%
18.0
7
<0.1%
19.0
3
<0.1%
21.0
6
<0.1%
22.0
109
<0.1%
23.0
93
<0.1%
LARGEST VALUES
100.0
2
<0.1%
99.0
3
<0.1%
98.0
4
<0.1%
97.0
7
<0.1%
96.0
5
<0.1%
95.0
2
<0.1%
93.0
2
<0.1%
87.0
3
<0.1%
86.0
36
<0.1%
85.0
48
<0.1%
84.0
61
<0.1%
83.0
75
<0.1%
82.0
20
<0.1%
81.0
8
<0.1%
80.0
15
<0.1%
score_chemistry_saber_11
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
score_mathematics_saber_11
0.65
score_biology_saber_11
0.63
score_physics_saber_11
0.62
score_social_science_saber_11
0.59
score_english_saber_11
0.59
score_language_saber_11
0.57
score_philosophy_saber_11
0.53
score_math_saber_pro
0.46
score_english_saber_pro
0.43
score_language_saber_pro
0.42
score_social_science_saber_pro
0.41
score_writing_saber_pro
0.31
cole_saber_11_icfes_dane
0.22
cole_dane_code_campus
0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
score_english_saber_11_category
0.58
group_reference
0.40
your_tuition_cost_university
0.38
your_tuition
0.37
fami_monthly_family_income
0.36
your_undergraduate_core
0.36
optative_category_saber_11
0.35
inst_character_academic
0.33
fami_housing_stratum
0.32
fami_num_books
0.31
fami_father_education
0.31
fami_mother_education
0.30
fami_social_stratum_sisben
0.29
cole_journey
0.27
MOST FREQUENT VALUES
43.0
12,549
6.2%
47.0
12,068
5.9%
46.0
10,842
5.3%
52.0
10,669
5.2%
51.0
10,648
5.2%
45.0
10,588
5.2%
50.0
10,335
5.1%
49.0
10,212
5.0%
48.0
9,490
4.7%
55.0
8,625
4.2%
54.0
8,571
4.2%
53.0
7,328
3.6%
41.0
7,250
3.6%
59.0
7,021
3.5%
57.0
6,560
3.2%
SMALLEST VALUES
0.0
13
<0.1%
16.0
24
<0.1%
17.0
1
<0.1%
20.0
7
<0.1%
21.0
1
<0.1%
23.0
81
<0.1%
24.0
52
<0.1%
25.0
3
<0.1%
26.0
1
<0.1%
27.0
18
<0.1%
28.0
260
0.1%
29.0
179
<0.1%
30.0
29
<0.1%
31.0
324
0.2%
32.0
393
0.2%
LARGEST VALUES
95.0
7
<0.1%
94.0
20
<0.1%
93.0
20
<0.1%
92.0
8
<0.1%
90.0
2
<0.1%
89.0
196
<0.1%
88.0
389
0.2%
87.0
25
<0.1%
85.0
18
<0.1%
84.0
9
<0.1%
83.0
45
<0.1%
82.0
117
<0.1%
81.0
74
<0.1%
80.0
6
<0.1%
79.0
11
<0.1%
score_physics_saber_11
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
score_chemistry_saber_11
0.62
score_mathematics_saber_11
0.57
score_biology_saber_11
0.54
score_english_saber_11
0.52
score_social_science_saber_11
0.50
score_language_saber_11
0.49
score_philosophy_saber_11
0.46
score_math_saber_pro
0.40
score_english_saber_pro
0.39
score_language_saber_pro
0.37
score_social_science_saber_pro
0.36
score_writing_saber_pro
0.27
cole_saber_11_icfes_dane
0.21
cole_dane_code_campus
0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
score_english_saber_11_category
0.51
group_reference
0.36
fami_monthly_family_income
0.34
your_tuition
0.34
your_tuition_cost_university
0.34
your_undergraduate_core
0.33
optative_category_saber_11
0.32
fami_housing_stratum
0.30
fami_father_education
0.29
inst_character_academic
0.29
fami_num_books
0.28
fami_mother_education
0.28
fami_social_stratum_sisben
0.25
cole_calendar
0.24
MOST FREQUENT VALUES
50.0
15,264
7.5%
53.0
12,292
6.0%
48.0
12,194
6.0%
44.0
10,856
5.3%
47.0
10,183
5.0%
46.0
9,109
4.5%
45.0
8,783
4.3%
40.0
8,652
4.3%
55.0
7,885
3.9%
59.0
7,485
3.7%
57.0
6,640
3.3%
51.0
6,517
3.2%
43.0
6,450
3.2%
41.0
6,422
3.2%
52.0
6,107
3.0%
SMALLEST VALUES
0.0
40
<0.1%
8.0
18
<0.1%
9.0
1
<0.1%
10.0
26
<0.1%
12.0
2
<0.1%
13.0
53
<0.1%
14.0
18
<0.1%
15.0
23
<0.1%
16.0
43
<0.1%
17.0
103
<0.1%
18.0
9
<0.1%
19.0
2
<0.1%
20.0
7
<0.1%
21.0
168
<0.1%
22.0
245
0.1%
LARGEST VALUES
124.0
1
<0.1%
123.0
1
<0.1%
119.0
10
<0.1%
118.0
11
<0.1%
116.0
11
<0.1%
114.0
2
<0.1%
111.0
14
<0.1%
109.0
1
<0.1%
108.0
15
<0.1%
107.0
24
<0.1%
106.0
14
<0.1%
105.0
11
<0.1%
100.0
2
<0.1%
99.0
118
<0.1%
97.0
62
<0.1%
score_social_science_saber_11
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
score_biology_saber_11
0.60
score_language_saber_11
0.60
score_chemistry_saber_11
0.59
score_english_saber_11
0.56
score_mathematics_saber_11
0.55
score_philosophy_saber_11
0.54
score_physics_saber_11
0.50
score_social_science_saber_pro
0.44
score_language_saber_pro
0.44
score_english_saber_pro
0.42
score_math_saber_pro
0.42
score_writing_saber_pro
0.32
inst_institution_code
-0.21
period
0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
score_english_saber_11_category
0.55
group_reference
0.35
your_tuition_cost_university
0.34
optative_category_saber_11
0.34
fami_num_books
0.32
inst_character_academic
0.32
your_tuition
0.32
fami_monthly_family_income
0.31
your_undergraduate_core
0.30
fami_father_education
0.28
fami_housing_stratum
0.28
fami_mother_education
0.28
fami_social_stratum_sisben
0.27
your_prgm_academic_level
0.25
MOST FREQUENT VALUES
52.0
13,831
6.8%
50.0
12,430
6.1%
46.0
12,380
6.1%
48.0
11,633
5.7%
44.0
11,491
5.6%
54.0
9,855
4.8%
42.0
9,674
4.8%
56.0
8,882
4.4%
49.0
7,854
3.9%
40.0
7,311
3.6%
47.0
5,813
2.9%
57.0
5,603
2.8%
53.0
5,474
2.7%
45.0
5,184
2.5%
58.0
5,102
2.5%
SMALLEST VALUES
0.0
30
<0.1%
2.0
1
<0.1%
9.0
15
<0.1%
10.0
4
<0.1%
11.0
2
<0.1%
12.0
1
<0.1%
16.0
40
<0.1%
17.0
16
<0.1%
18.0
1
<0.1%
19.0
5
<0.1%
20.0
76
<0.1%
21.0
48
<0.1%
22.0
32
<0.1%
23.0
2
<0.1%
24.0
227
0.1%
LARGEST VALUES
111.0
1
<0.1%
104.0
4
<0.1%
103.0
3
<0.1%
99.0
4
<0.1%
98.0
6
<0.1%
97.0
9
<0.1%
96.0
1
<0.1%
94.0
4
<0.1%
92.0
1
<0.1%
90.0
1
<0.1%
89.0
12
<0.1%
88.0
10
<0.1%
86.0
19
<0.1%
85.0
79
<0.1%
84.0
48
<0.1%
score_philosophy_saber_11
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
score_social_science_saber_11
0.54
score_language_saber_11
0.53
score_chemistry_saber_11
0.53
score_english_saber_11
0.52
score_biology_saber_11
0.50
score_mathematics_saber_11
0.48
score_physics_saber_11
0.46
score_language_saber_pro
0.39
score_social_science_saber_pro
0.39
score_english_saber_pro
0.38
score_math_saber_pro
0.36
score_writing_saber_pro
0.29
cole_saber_11_icfes_dane
0.19
inst_institution_code
-0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
score_english_saber_11_category
0.51
your_tuition_cost_university
0.33
fami_monthly_family_income
0.32
your_tuition
0.32
group_reference
0.30
fami_num_books
0.29
inst_character_academic
0.28
optative_category_saber_11
0.28
fami_housing_stratum
0.28
fami_father_education
0.27
fami_mother_education
0.26
your_undergraduate_core
0.26
fami_social_stratum_sisben
0.25
cole_journey
0.23
MOST FREQUENT VALUES
45.0
15,951
7.8%
42.0
14,828
7.3%
50.0
13,059
6.4%
40.0
11,545
5.7%
47.0
10,222
5.0%
53.0
9,756
4.8%
48.0
9,471
4.7%
37.0
8,042
4.0%
39.0
7,740
3.8%
46.0
7,439
3.7%
43.0
7,342
3.6%
36.0
7,136
3.5%
34.0
6,901
3.4%
51.0
6,620
3.3%
56.0
6,168
3.0%
SMALLEST VALUES
0.0
34
<0.1%
1.0
9
<0.1%
2.0
11
<0.1%
3.0
2
<0.1%
4.0
13
<0.1%
5.0
7
<0.1%
8.0
45
<0.1%
9.0
28
<0.1%
10.0
33
<0.1%
11.0
53
<0.1%
12.0
3
<0.1%
13.0
107
<0.1%
14.0
56
<0.1%
15.0
115
<0.1%
16.0
6
<0.1%
LARGEST VALUES
103.0
3
<0.1%
102.0
5
<0.1%
101.0
1
<0.1%
100.0
2
<0.1%
99.0
31
<0.1%
98.0
7
<0.1%
96.0
3
<0.1%
95.0
1
<0.1%
91.0
7
<0.1%
89.0
5
<0.1%
87.0
20
<0.1%
86.0
46
<0.1%
85.0
3
<0.1%
84.0
92
<0.1%
83.0
25
<0.1%
score_english_saber_11
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
score_language_saber_11
0.60
score_mathematics_saber_11
0.59
score_chemistry_saber_11
0.59
score_english_saber_pro
0.57
score_social_science_saber_11
0.56
score_biology_saber_11
0.55
score_physics_saber_11
0.52
score_philosophy_saber_11
0.52
score_language_saber_pro
0.46
score_social_science_saber_pro
0.45
score_math_saber_pro
0.44
cole_saber_11_icfes_dane
0.37
score_writing_saber_pro
0.36
cole_dane_code_campus
0.36

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
score_english_saber_11_category
0.96
your_tuition
0.60
fami_monthly_family_income
0.58
fami_housing_stratum
0.54
your_tuition_cost_university
0.53
fami_father_education
0.46
fami_mother_education
0.44
cole_nature
0.44
fami_social_stratum_sisben
0.43
group_reference
0.41
fami_num_books
0.40
cole_journey
0.40
cole_calendar
0.40
inst_character_academic
0.36
MOST FREQUENT VALUES
43.0
22,679
11.2%
45.0
10,795
5.3%
42.0
10,723
5.3%
46.0
10,114
5.0%
40.0
9,582
4.7%
47.0
9,392
4.6%
48.0
8,398
4.1%
39.0
8,363
4.1%
50.0
7,738
3.8%
51.0
6,757
3.3%
52.0
6,084
3.0%
53.0
5,790
2.8%
56.0
4,657
2.3%
57.0
4,482
2.2%
59.0
4,001
2.0%
SMALLEST VALUES
-1.0
16
<0.1%
0.0
7
<0.1%
3.0
1
<0.1%
7.0
5
<0.1%
10.0
3
<0.1%
11.0
4
<0.1%
14.0
10
<0.1%
15.0
1
<0.1%
17.0
35
<0.1%
20.0
86
<0.1%
21.0
4
<0.1%
22.0
66
<0.1%
23.0
157
<0.1%
24.0
12
<0.1%
25.0
160
<0.1%
LARGEST VALUES
100.0
1,125
0.6%
96.0
560
0.3%
94.0
1,988
1.0%
92.0
717
0.4%
89.0
2,873
1.4%
88.0
773
0.4%
83.0
3,992
2.0%
80.0
3,981
2.0%
77.0
3,881
1.9%
75.0
2,651
1.3%
74.0
1,166
0.6%
72.0
2,506
1.2%
71.0
1,170
0.6%
70.0
2,498
1.2%
68.0
3,606
1.8%
score_english_saber_11_category
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
A1
70,674
35%
12.8
A-
59,886
29%
12.8
A2
32,155
16%
14.0
B1
28,653
14%
15.3
B+
12,028
6%
16.3
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
score_english_saber_11_category
PROVIDES INFORMATION ON...
your_student
1.00
cole_calendar
0.21
cole_nature
0.15
your_tuition
0.14
cole_bilingual
0.10
your_prgm_method
0.10
fami_monthly_family_income
0.09
your_foreigner
0.09
your_prgm_academic_level
0.09
fami_social_stratum_sisben
0.09
fami_housing_stratum
0.08
fami_internet
0.08
fami_microwave
0.08
inst_character_academic
0.08

THESE FEATURES
GIVE INFORMATION
ON score_english_saber_11_category:
your_tuition
0.12
fami_monthly_family_income
0.11
fami_housing_stratum
0.09
your_tuition_cost_university
0.09
fami_social_stratum_sisben
0.07
fami_father_education
0.07
cole_nature
0.07
fami_mother_education
0.07
group_reference
0.07
fami_num_books
0.06
cole_journey
0.06
inst_character_academic
0.05
your_undergraduate_core
0.05
cole_calendar
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
score_english_saber_11_category
CORRELATION RATIO WITH...
score_english_saber_11
0.96
score_language_saber_11
0.59
score_mathematics_saber_11
0.58
score_chemistry_saber_11
0.58
score_english_saber_pro
0.57
score_social_science_saber_11
0.55
score_biology_saber_11
0.55
score_physics_saber_11
0.51
score_philosophy_saber_11
0.51
score_language_saber_pro
0.47
score_social_science_saber_pro
0.45
score_math_saber_pro
0.45
score_writing_saber_pro
0.37
cole_saber_11_icfes_dane
0.37
optative_field_saber_11
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
SCORE_INTERDISC_VIOLENCE_AND_SOC
54,770
27%
12.3
SCORE_INTERDISC_ENVIRONMENT
54,284
27%
13.7
SCORE_DEEPEN_LANGUAGE
28,877
14%
13.3
SCORE_DEEPEN_MATHEMATICS
28,018
14%
13.4
SCORE_DEEPEN_BIOLOGY
21,754
11%
17.7
SCORE_DEEPEN_SOCIAL_SCIENCE
15,693
8%
12.6
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
optative_field_saber_11
PROVIDES INFORMATION ON...
your_student
1.00
optative_category_saber_11
0.58
your_nationality
0.05
your_country_resides
0.05
your_undergraduate_core_field
0.04
your_gender
0.03
group_reference
0.03
your_undergraduate_core
0.03
cole_area_location
0.01
fami_internet
0.01
cole_nature
0.01
score_english_saber_11_category
0.01
cole_calendar
0.01
your_prgm_method
0.01

THESE FEATURES
GIVE INFORMATION
ON optative_field_saber_11:
optative_category_saber_11
0.41
your_undergraduate_core
0.06
group_reference
0.05
your_undergraduate_core_field
0.04
cole_dept_location
0.01
your_gender
0.01
your_dept_resides
0.01
your_prgm_department
0.01
score_english_saber_11_category
0.01
fami_monthly_family_income
0.01
your_inst_department
0.01
fami_social_stratum_sisben
0.01
fami_housing_stratum
0.01
your_tuition
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
optative_field_saber_11
CORRELATION RATIO WITH...
score_optative_saber_11
0.98
score_mathematics_saber_11
0.27
score_chemistry_saber_11
0.22
score_physics_saber_11
0.20
score_biology_saber_11
0.18
score_social_science_saber_11
0.16
score_math_saber_pro
0.16
score_english_saber_11
0.16
score_language_saber_11
0.15
target_career_major
0.14
score_english_saber_pro
0.13
score_social_science_saber_pro
0.12
score_language_saber_pro
0.12
score_philosophy_saber_11
0.12
score_optative_saber_11
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
score_mathematics_saber_11
-0.10
score_chemistry_saber_11
-0.08
score_english_saber_11
-0.07
score_physics_saber_11
-0.07
score_biology_saber_11
-0.07
score_math_saber_pro
-0.07
score_english_saber_pro
-0.06
score_language_saber_11
-0.05
score_social_science_saber_11
-0.05
score_language_saber_pro
-0.05
your_inst_department_code
-0.04
your_inst_municipality_code
-0.04
cole_dept_code_location
-0.04
cole_municipality_code_location
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
optative_field_saber_11
0.98
optative_category_saber_11
0.98
your_undergraduate_core
0.13
cole_dept_location
0.11
group_reference
0.11
your_dept_resides
0.10
your_prgm_department
0.09
your_undergraduate_core_field
0.08
your_inst_department
0.08
score_english_saber_11_category
0.07
your_gender
0.07
fami_social_stratum_sisben
0.06
cole_area_location
0.06
fami_housing_stratum
0.05
MOST FREQUENT VALUES
5.0
46,451
22.8%
6.0
33,545
16.5%
55.0
17,384
8.5%
52.0
13,863
6.8%
51.0
12,070
5.9%
4.0
9,112
4.5%
48.0
8,998
4.4%
54.0
7,986
3.9%
45.0
7,140
3.5%
53.0
7,078
3.5%
59.0
4,968
2.4%
7.0
3,796
1.9%
50.0
3,521
1.7%
41.0
3,334
1.6%
56.0
3,154
1.6%
SMALLEST VALUES
0.0
235
0.1%
3.0
866
0.4%
4.0
9,112
4.5%
5.0
46,451
22.8%
6.0
33,545
16.5%
7.0
3,796
1.9%
8.0
362
0.2%
9.0
68
<0.1%
15.0
72
<0.1%
18.0
6
<0.1%
20.0
43
<0.1%
22.0
6
<0.1%
24.0
237
0.1%
26.0
14
<0.1%
27.0
141
<0.1%
LARGEST VALUES
90.0
4
<0.1%
85.0
2
<0.1%
84.0
28
<0.1%
83.0
3
<0.1%
77.0
61
<0.1%
76.0
1
<0.1%
74.0
7
<0.1%
73.0
75
<0.1%
72.0
370
0.2%
69.0
351
0.2%
67.0
49
<0.1%
66.0
4
<0.1%
65.0
63
<0.1%
64.0
1,344
0.7%
63.0
1,143
0.6%
optative_category_saber_11
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
UNK
109,054
54%
13.0
I
47,013
23%
13.8
II
22,889
11%
15.1
GB
21,265
10%
13.5
III
3,175
2%
18.6
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
optative_category_saber_11
PROVIDES INFORMATION ON...
your_student
1.00
optative_field_saber_11
0.41
your_nationality
0.04
your_country_resides
0.04
score_english_saber_11_category
0.03
your_prgm_method
0.02
your_prgm_academic_level
0.02
inst_character_academic
0.02
your_foreigner
0.01
cole_nature
0.01
fami_internet
0.01
your_type_of_document
0.01
fami_num_books
0.01
your_tuition
0.01

THESE FEATURES
GIVE INFORMATION
ON optative_category_saber_11:
optative_field_saber_11
0.58
score_english_saber_11_category
0.04
group_reference
0.02
your_undergraduate_core
0.02
fami_num_books
0.01
inst_character_academic
0.01
your_tuition_cost_university
0.01
fami_monthly_family_income
0.01
your_tuition
0.01
fami_father_education
0.01
fami_social_stratum_sisben
0.01
your_dept_resides
0.01
fami_mother_education
0.01
cole_dept_location
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
optative_category_saber_11
CORRELATION RATIO WITH...
score_optative_saber_11
0.98
score_mathematics_saber_11
0.37
score_chemistry_saber_11
0.35
score_biology_saber_11
0.34
score_social_science_saber_11
0.34
score_physics_saber_11
0.32
score_english_saber_11
0.32
score_language_saber_11
0.31
score_philosophy_saber_11
0.28
score_math_saber_pro
0.25
score_language_saber_pro
0.24
score_english_saber_pro
0.24
score_social_science_saber_pro
0.24
score_writing_saber_pro
0.17
your_undergraduate_core_field
MISSING:
---
TOP CATEGORIES
target_career_minor
(avg)
HUMANITIES AND SOCIAL SCIENCE
58,797
29%
13.3
BUSINESS
58,349
29%
2.3
ENGINEERING
49,016
24%
14.9
HEALTH & MEDICINE
13,651
7%
32.6
ARTS AND DESIGN
10,212
5%
26.5
BIOLOGICAL SCIENCE
4,771
2%
40.0
SPORTS AND PHYSICAL TRAIN
3,269
2%
12.6
MATH AND PHYSICAL SCIENCES
1,929
<1%
32.8
PLASTIC ARTS, VISUAL ARTS
814
<1%
39.0
AGRONOMIC, LIVESTOCK ENGINEERING
749
<1%
5.0
NUTRITION AND DIETETICS
589
<1%
17.0
PLASTIC, VISUAL ARTS
547
<1%
52.0
AGRICULTURAL, FOREST ENGINEERING
512
<1%
33.0
PHISICS
191
<1%
57.0
ALL
203,396
100%
13.6
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
your_undergraduate_core_field
PROVIDES INFORMATION ON...
your_student
1.00
your_undergraduate_core
0.51
group_reference
0.50
your_prgm_academic_level
0.10
inst_character_academic
0.09
your_prgm_method
0.08
your_type_of_document
0.07
your_gender
0.07
your_nationality
0.06
your_country_resides
0.06
inst_origin
0.05
your_tuition_cost_university
0.05
optative_field_saber_11
0.04
fami_num_books
0.04

THESE FEATURES
GIVE INFORMATION
ON your_undergraduate_core_field:
your_undergraduate_core
1.00
group_reference
0.86
inst_character_academic
0.06
your_tuition_cost_university
0.06
optative_field_saber_11
0.04
inst_origin
0.04
your_prgm_academic_level
0.03
fami_num_books
0.03
fami_mother_occupation
0.03
your_inst_department
0.03
your_prgm_department
0.03
fami_father_occupation
0.03
your_gender
0.03
your_prgm_method
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_undergraduate_core_field
CORRELATION RATIO WITH...
target_career_major
1.00
target_career_minor
0.76
score_language_saber_pro
0.31
score_social_science_saber_pro
0.30
score_writing_saber_pro
0.29
period
0.29
score_english_saber_pro
0.27
score_mathematics_saber_11
0.25
score_math_saber_pro
0.25
score_chemistry_saber_11
0.24
score_physics_saber_11
0.22
score_biology_saber_11
0.21
score_english_saber_11
0.18
inst_institution_code
0.17
target_career_major
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target_career_minor
0.70
score_language_saber_pro
0.19
score_english_saber_pro
0.18
score_social_science_saber_pro
0.18
score_writing_saber_pro
0.17
period
0.17
score_math_saber_pro
0.13
inst_institution_code
-0.13
score_english_saber_11
0.10
score_language_saber_11
0.09
score_biology_saber_11
0.08
cole_saber_11_icfes_dane
0.08
cole_dane_code_campus
0.08
score_philosophy_saber_11
0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
your_undergraduate_core
1.00
your_undergraduate_core_field
1.00
group_reference
0.91
inst_character_academic
0.22
your_tuition_cost_university
0.22
fami_num_books
0.20
your_prgm_method
0.18
your_prgm_academic_level
0.18
fami_mother_occupation
0.17
fami_father_occupation
0.15
inst_origin
0.15
your_type_of_document
0.14
optative_field_saber_11
0.14
fami_mother_education
0.13
MOST FREQUENT VALUES
4
58,797
28.9%
0
58,349
28.7%
2
49,016
24.1%
7
13,651
6.7%
8
10,212
5.0%
9
4,771
2.3%
1
3,269
1.6%
5
1,929
0.9%
11
814
0.4%
3
749
0.4%
6
589
0.3%
12
547
0.3%
10
512
0.3%
13
191
<0.1%
SMALLEST VALUES
0
58,349
28.7%
1
3,269
1.6%
2
49,016
24.1%
3
749
0.4%
4
58,797
28.9%
5
1,929
0.9%
6
589
0.3%
7
13,651
6.7%
8
10,212
5.0%
9
4,771
2.3%
10
512
0.3%
11
814
0.4%
12
547
0.3%
13
191
<0.1%
LARGEST VALUES
13
191
<0.1%
12
547
0.3%
11
814
0.4%
10
512
0.3%
9
4,771
2.3%
8
10,212
5.0%
7
13,651
6.7%
6
589
0.3%
5
1,929
0.9%
4
58,797
28.9%
3
749
0.4%
2
49,016
24.1%
1
3,269
1.6%
0
58,349
28.7%